{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# k-Means Clustering: Implementation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "k-Means is the most well-known clustering algorithm and was first proposed by Stuart Lloyd at Bell Labs in 1957. \n",
    "\n",
    "The algorithm finds K centroids and assigns each data point to exactly one cluster with the goal of minimizing the within-cluster variance (called inertia). It typically uses Euclidean distance but other metrics can also be used. k-Means assumes that clusters are spherical and of equal size and ignores the covariance among features.\n",
    "\n",
    "The problem is computationally difficult (np-hard) because there are 𝐾N ways to partition the N observations into K clusters. The standard iterative algorithm delivers a local optimum for a given K and proceeds as follows:\n",
    "1. Randomly define K cluster centers and assign points to nearest centroid\n",
    "2. Repeat: \n",
    "    1. For each cluster, compute the centroid as the average of the features\n",
    "    2. Assign each observation to the closest centroid\n",
    "3. Convergence: assignments (or within-cluster variation) don’t change"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This notebook demonstrates how to code the algorithm using python and visualizes the algorithm’s iterative optimization."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Imports & Settings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-18T21:41:12.633301Z",
     "start_time": "2020-06-18T21:41:12.631055Z"
    }
   },
   "outputs": [],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-18T21:41:13.100108Z",
     "start_time": "2020-06-18T21:41:12.634927Z"
    },
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "from time import sleep\n",
    "\n",
    "import numpy as np\n",
    "from numpy.random import uniform, seed\n",
    "import pandas as pd\n",
    "\n",
    "from sklearn.datasets import make_blobs\n",
    "from scipy.spatial.distance import cdist\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.colors import ListedColormap\n",
    "import seaborn as sns\n",
    "\n",
    "from IPython import display"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-18T21:41:13.103268Z",
     "start_time": "2020-06-18T21:41:13.101298Z"
    },
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "sns.set_style('white')\n",
    "seed(42)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-18T21:41:13.115153Z",
     "start_time": "2020-06-18T21:41:13.104454Z"
    }
   },
   "outputs": [],
   "source": [
    "cmap = ListedColormap(sns.xkcd_palette(['denim blue', \n",
    "                                        'medium green', \n",
    "                                        'pale red']))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## 2D Cluster Demo"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-18T21:41:13.129057Z",
     "start_time": "2020-06-18T21:41:13.116061Z"
    },
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [],
   "source": [
    "def sample_clusters(n_points=500,\n",
    "                    n_dimensions=2,\n",
    "                    n_clusters=5,\n",
    "                    cluster_std=1):\n",
    "    \n",
    "    return make_blobs(n_samples=n_points,\n",
    "                              n_features=n_dimensions,\n",
    "                              centers=n_clusters,\n",
    "                              cluster_std=cluster_std,\n",
    "                              random_state=42)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-18T21:41:13.140796Z",
     "start_time": "2020-06-18T21:41:13.130084Z"
    }
   },
   "outputs": [],
   "source": [
    "data, labels = sample_clusters(n_points=250, \n",
    "                               n_dimensions=2, \n",
    "                               n_clusters=3, \n",
    "                               cluster_std=3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-18T21:41:13.397691Z",
     "start_time": "2020-06-18T21:41:13.142790Z"
    },
    "scrolled": false,
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x, y = data.T\n",
    "\n",
    "plt.figure(figsize=(14, 8))\n",
    "plt.scatter(x, y, c=labels, s=20, cmap=cmap)\n",
    "plt.title('Sample Data', fontsize=14)\n",
    "sns.despine();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## K-Means Implementation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "### Assign Points to closest Centroid"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-18T21:41:13.400907Z",
     "start_time": "2020-06-18T21:41:13.398849Z"
    },
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [],
   "source": [
    "def assign_points(centroids, data):\n",
    "    dist = cdist(data, centroids)        # all pairwise distances\n",
    "    assignments = np.argmin(dist, axis=1)   # centroid with min distance\n",
    "    return assignments"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Move Centroids to best represent Clusters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-18T21:41:13.411273Z",
     "start_time": "2020-06-18T21:41:13.401699Z"
    },
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [],
   "source": [
    "def optimize_centroids(data, assignments):\n",
    "    data_combined = np.column_stack((assignments.reshape(-1, 1), data))\n",
    "    centroids = pd.DataFrame(data=data_combined).groupby(0).mean()\n",
    "    return centroids.values"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Measure Distance from Points to Centroids"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-18T21:41:13.427421Z",
     "start_time": "2020-06-18T21:41:13.412131Z"
    },
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [],
   "source": [
    "def distance_to_center(centroids, data, assignments):\n",
    "    distance = 0\n",
    "    for c, centroid in enumerate(centroids):\n",
    "        assigned_points = data[assignments == c, :]\n",
    "        distance += np.sum(cdist(assigned_points, centroid.reshape(-1, 2)))\n",
    "    return distance"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Plot Clusters Dynamically"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-18T21:41:13.443987Z",
     "start_time": "2020-06-18T21:41:13.428258Z"
    },
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [],
   "source": [
    "def plot_clusters(x, y, labels,\n",
    "                  centroids, assignments, distance,\n",
    "                  iteration, step, ax, delay=2):\n",
    "    ax.clear()\n",
    "    ax.scatter(x, y, c=labels, s=20, cmap=cmap)\n",
    "    # plot cluster centers\n",
    "    centroid_x, centroid_y = centroids.T\n",
    "    ax.scatter(*centroids.T, marker='o',\n",
    "               c='w', s=200, cmap=cmap,\n",
    "               edgecolor='k', zorder=9)\n",
    "    for label, c in enumerate(centroids):\n",
    "        ax.scatter(c[0], c[1],\n",
    "                   marker=f'${label}$',\n",
    "                   s=50,\n",
    "                   edgecolor='k',\n",
    "                   zorder=10)\n",
    "    # plot links to cluster centers\n",
    "    for i, label in enumerate(assignments):\n",
    "        ax.plot([x[i], centroid_x[label]],\n",
    "                [y[i], centroid_y[label]],\n",
    "                ls='--',\n",
    "                color='black',\n",
    "                lw=0.5)\n",
    "    sns.despine()\n",
    "    title = f'Iteration: {iteration} | {step} | Inertia: {distance:,.2f}'\n",
    "    ax.set_title(title, fontsize=14)\n",
    "    ax.axes.get_xaxis().set_visible(False)\n",
    "    ax.axes.get_yaxis().set_visible(False)\n",
    "    \n",
    "    display.display(plt.gcf())\n",
    "    display.clear_output(wait=True)\n",
    "    sleep(delay)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Run K-Means Experiment"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The following figures highlights how the resulting centroids partition the feature space into areas called Voronoi that delineate the clusters."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "k-Means requires continuous or one-hot encoded categorical variables. Distance metrics are typically sensitive to scale so that standardizing features is necessary to make sure they have equal weight."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The result is optimal for the given initialization but alternative starting positions will produce different results. Hence, we compute multiple clusterings from different initial values and select the solution that minimizes within-cluster variance."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-18T21:41:13.455647Z",
     "start_time": "2020-06-18T21:41:13.444880Z"
    }
   },
   "outputs": [],
   "source": [
    "n_clusters = 3\n",
    "data, labels = sample_clusters(n_points=250,\n",
    "                               n_dimensions=2,\n",
    "                               n_clusters=n_clusters,\n",
    "                               cluster_std=3)\n",
    "x, y = data.T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-18T21:41:13.463744Z",
     "start_time": "2020-06-18T21:41:13.456582Z"
    }
   },
   "outputs": [],
   "source": [
    "x_init = uniform(x.min(), x.max(), size=n_clusters)\n",
    "y_init = uniform(y.min(), y.max(), size=n_clusters)\n",
    "centroids = np.column_stack((x_init, y_init))\n",
    "distance = np.sum(np.min(cdist(data, centroids), axis=1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-18T21:41:45.438700Z",
     "start_time": "2020-06-18T21:41:13.464675Z"
    },
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(10, 10))\n",
    "\n",
    "iteration, tolerance, delta = 0, 1e-4, np.inf\n",
    "while delta > tolerance:\n",
    "    assignments = assign_points(centroids, data)\n",
    "    plot_clusters(x, y, labels,\n",
    "                  centroids,\n",
    "                  assignments,\n",
    "                  distance,\n",
    "                  iteration,\n",
    "                  step='Assign Points',\n",
    "                  ax=ax)\n",
    "    \n",
    "    centroids = optimize_centroids(data, assignments)\n",
    "    delta = distance - distance_to_center(centroids, data, assignments)\n",
    "    distance -= delta\n",
    "\n",
    "    plot_clusters(x, y, labels,\n",
    "                  centroids,\n",
    "                  assignments,\n",
    "                  distance,\n",
    "                  iteration,\n",
    "                  step='Optimize Centers',\n",
    "                  ax=ax)\n",
    "\n",
    "    iteration += 1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Plot Voronoi Tesselation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-18T21:41:45.446411Z",
     "start_time": "2020-06-18T21:41:45.439570Z"
    },
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [],
   "source": [
    "def plot_voronoi(x, y, labels, centroids, assignments,\n",
    "                 distance, iteration, step, ax, delay=1):\n",
    "    ax.clear()\n",
    "    ax.scatter(x, y, c=labels, s=20, cmap=cmap)\n",
    "\n",
    "    # plot cluster centers\n",
    "    ax.scatter(*centroids.T,\n",
    "               marker='o',\n",
    "               c='w',\n",
    "               s=200,\n",
    "               edgecolor='k',\n",
    "               zorder=9)\n",
    "\n",
    "    for i, c in enumerate(centroids):\n",
    "        ax.scatter(c[0], c[1],\n",
    "                   marker=f'${i}$',\n",
    "                   s=50,\n",
    "                   edgecolor='k',\n",
    "                   zorder=10)\n",
    "\n",
    "    # plot links to centroid\n",
    "    cx, cy = centroids.T\n",
    "    for i, label in enumerate(assignments):\n",
    "        ax.plot([x[i], cx[label]], \n",
    "                [y[i], cy[label]], \n",
    "                ls='--',\n",
    "                color='k', \n",
    "                lw=0.5)\n",
    "\n",
    "    # plot voronoi\n",
    "    xx, yy = np.meshgrid(np.arange(x.min() - 1, x.max() + 1, .01),\n",
    "                         np.arange(y.min() - 1, y.max() + 1, .01))\n",
    "    Z = assign_points(centroids, \n",
    "                      np.c_[xx.ravel(),  \n",
    "                            yy.ravel()]).reshape(xx.shape)\n",
    "    \n",
    "    plt.imshow(Z, interpolation='nearest', \n",
    "               extent=(xx.min(), xx.max(), yy.min(), yy.max()),\n",
    "               cmap=cmap, \n",
    "               aspect='auto', \n",
    "               origin='lower', \n",
    "               alpha=.2)\n",
    "    title = f'Iteration: {iteration} | {step} | Distance: {distance:,.1f}'\n",
    "    ax.set_title(title)\n",
    "    sns.despine()\n",
    "    display.display(plt.gcf())\n",
    "    display.clear_output(wait=True)\n",
    "    sleep(delay)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Run Voronoi Experiment"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-18T21:41:45.464469Z",
     "start_time": "2020-06-18T21:41:45.447730Z"
    }
   },
   "outputs": [],
   "source": [
    "n_clusters = 3\n",
    "data, labels = sample_clusters(n_points=250, \n",
    "                               n_dimensions=2, \n",
    "                               n_clusters=n_clusters, \n",
    "                               cluster_std=3)\n",
    "x, y = data.T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-18T21:41:45.472487Z",
     "start_time": "2020-06-18T21:41:45.465506Z"
    }
   },
   "outputs": [],
   "source": [
    "x_init = uniform(x.min(), x.max(),\n",
    "                 size=n_clusters)\n",
    "y_init = uniform(y.min(), y.max(),\n",
    "                 size=n_clusters)\n",
    "centroids = np.column_stack((x_init, y_init))\n",
    "\n",
    "distance = np.sum(np.min(cdist(data,\n",
    "                               centroids),\n",
    "                         axis=1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-18T21:42:22.984594Z",
     "start_time": "2020-06-18T21:41:45.473384Z"
    },
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAsQAAAK4CAYAAABztes5AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+j8jraAAAgAElEQVR4nOzdd2BUVdrH8e/MZBJSgUAINSEhJPTee+9I7yBFERV11VUUX9x1dVVs2EVQXBVYQhekSK8CoQVIaIFAQkmF9Db1vn9EZo1JIGWSSXk+f00m957zzIQZfnPm3HNUiqIoCCGEEEIIUUmpbV2AEEIIIYQQtiSBWAghhBBCVGoSiIUQQgghRKUmgVgIIYQQQlRqEoiFEEIIIUSlJoFYCCGEEEJUahKIhSjj+vXrR0hICABfffUVe/futWr7c+bMISEhAYC5c+dy/fp1q7b/Z4qi8Nprr7FixQrLfSaTiXfffZchQ4YwcOBA1qxZk+e5QUFBvP766/m2vXPnTiZMmMDgwYMZOXIk8+fP5+rVqwWqa9GiRYSGhgLwf//3fxw7dqzAjyk2NpbJkycX+PhH0el0fPbZZ4wePZpRo0YxcuRIli9fTnFWyExNTeXxxx8v9Hn79u3j3//+d56/GzFiBEFBQQVua9OmTXz55Ze57r9z5w5NmzZl1KhRlsc7efJkduzYYTnm888/55dffnlo+yXx2iiOK1euMHnyZEaMGMHkyZM5fvx4jt8X57VgMpn45z//ybBhwxg2bBgffPBBsf59CCHAztYFCCEKLigoCD8/P6u2+fvvv1tuf/fdd1Zt+8/Cw8P517/+xYULF/D397fcHxgYSEREBNu2bSM9PZ1JkybRvHlzWrVqVeC2V61axcaNG/noo48sz8+hQ4eYM2cO33//PU2bNn3o+ceOHWPSpEkAvPvuu4V6XJ6engQGBhbqnPwoisKzzz6Lj48Pa9euxcHBgcTERObNm0dGRgYvvvhikdpNTk62fKgqjP79+9O/f/8i9VkYVapUYcuWLZaf7969y6xZs9BoNAwePJi//e1vj2yjJF4bxfHss88yf/58xo0bR3x8PNOnT2fVqlV4eHgU+7WwZcsWbt68ya+//orZbGby5Mn89ttvDB06tLQfphAVhgRiIcqJ1atXExoayocffohGo6F37958/PHHnDp1CpPJRLNmzVi0aBEuLi7069ePVq1acfXqVV5++WXs7OxYtmwZer2ehIQERo8ezYsvvsjChQsBmDlzJsuXL2fatGl8/vnntGzZkrVr17Jy5UrUajU1a9bkzTffxMfHh9dffx0XFxeuXr1KTEwMAQEBfPDBBzg7O/P5558D5BlgVq9ezYQJE6hbt26O+/fu3cvEiROxs7OjatWqDB8+nK1btxY4EOv1ej799FPWrVtHo0aNLPf37t2buXPn8umnn7J8+XJmzJhBs2bNOHPmDImJiYwaNYoXXniBTz/9lLi4OF555RU+/PBDPv74Y6ZNm0aLFi2YOXMm3bt3JzQ0FJPJxAsvvMDatWu5ceMGLVq0YMmSJURFRTFy5EiCg4NZuHAhly5dAsBgMBAeHs6PP/5I165dWbp0Kbt378ZsNlOvXj3++c9/4unpmeOxnDp1ihs3brB8+XI0Gg0A1atX58MPP+Tu3btA9mjvu+++S1hYGAaDga5du7JgwQLs7Oxo2bIlTz31FL///jtxcXE8+eSTTJ06lYULF5KVlcWoUaPYtGkTrVu3pn///ly5coWPP/4YnU7Hhx9+SGZmJlqtlhdffJFevXqxadMmdu3axbJly7h+/TpvvPEGmZmZ+Pr6kpGRAYDRaOSdd97h7NmzaLVa6tevz/vvv4+zs3OB/n55qVevHi+88AIrVqxg8ODBvP766zRu3JgnnniCL774gj179qDVaqlevTrvv/8+e/bsyfHa8PPz4+233yY9PZ34+HiaNGnCZ599hoODQ77PEcCyZcvYvHkzdnZ2eHt7s3jxYlxdXVm/fj1r1qzBbDZTrVo13nzzTRo1akRISAiLFi3KEeYBEhISiI6OZvTo0QB4eHgQEBDAkSNHGDt2bLFfCyaTiczMTPR6PWazGYPBgIODQ5GfbyEEoAghyrS+ffsqFy5cUBRFUaZPn67s3LlTURRF+fLLL5XFixcrZrNZURRF+eSTT5R//vOflnO++uorRVEUxWw2K9OnT1du3rypKIqixMTEKE2bNlXu37+vKIqi+Pv7W24/6OvYsWPKgAEDLPdv3LhRGTp0qGI2m5XXXntNmTRpkqLT6RS9Xq+MHj1a2bBhQ4Efz2uvvaZ8//33lp8HDx6sBAcHW35et26dMn/+/FznnThxQnnttddy3R8SEqJ07tw5z76uXLmitGvXTlGU7Odu7ty5il6vV5KTk5XBgwcr+/fvz/G4Hxy3c+dO5fbt24q/v7+yd+9eRVEU5R//+IfSt29fJTU1VcnKylK6d++unDlzRrl9+7bSpk2bHP2azWblpZdeUv7xj38oiqIomzdvVl588UXFYDAoiqIogYGBypNPPpmr3hUrVigvvPBCPs9cttdff135+eefFUVRFKPRqLzyyivK8uXLFUXJ/luuXLnS8ry0aNFCycrKylWjv7+/snnzZkVRFCUhIUHp2rWrcu7cOUVRFCUsLEzp1KmTcuvWLWXjxo3KU089pSiKoowaNUpZt26doiiKcvr0aSUgIEA5ceKEcurUKWXIkCGWf4cffvihcubMmVx1b9y4Ufniiy9y3Z/X8/egjtatWyuK8r9/M1FRUUq7du0UnU5neb727NmjKErO18bixYuVX375RVEURdHr9cqIESOU33777aHP0d69e5VBgwYpSUlJiqIoynvvvad88803SlBQkDJ16lQlIyNDURRFOXLkiDJkyJCH/IWyDRgwQFm/fr2iKIpy69YtpVu3bsq3336b45iivhaMRqMyZ84cpUOHDkqbNm2U55577pH1CCEeTkaIhSinDh48SGpqqmW+q8FgoEaNGpbfd+jQAQCVSsW3337LwYMH2bZtG+Hh4SiKQmZmZr5tHzlyhGHDhuHu7g7A2LFjeffdd7lz5w4APXv2xN7eHgB/f3+Sk5OL/DgURUGlUuX4Wa0u3OUNRqMxz/v1en2OtidNmoRWq0Wr1TJkyBCOHj1K3759821Xq9XSr18/ALy8vGjbti0uLi4A1KpVi+TkZGrVqpXrvMWLF5OWlsZHH30EwIEDBwgJCWHcuHEAmM3mPJ9/tVr9yLmgBw8eJCQkhA0bNgCQlZWV4/cPpjg0b94cvV5vGcn9qwf/Pi5cuICXlxetW7cGoHHjxrRr146TJ09anrvExESuXr1qGfFs3749jRs3BrL//hqNhgkTJtCjRw8GDx5cqOku+VGpVFSpUiXHfZ6enjRp0oQxY8bQq1cvevXqRdeuXXOd++qrr/L777/z3XffERERQVxcXI7nIa/n6Pjx4wwZMoSqVasCWL49+fDDD4mMjMwxTzwlJYWkpCSqVauWb/1Lly7lgw8+4KeffiIgIIDevXuj1Wof+pgL+lr46quvcHd35/fff0en0/Hss8/yww8/MGfOnIe2L4TInwRiIcops9nMG2+8Qe/evQFIT09Hp9NZfu/k5ARARkYGY8aMYcCAAXTo0IFx48axd+/ehwYvs9mc6z5FUSzB889BRaVSFeuCnjp16hAXF2f5OS4ujtq1axf4/AfB7PLly7nmCgcFBdG2bVvLz3Z2/3vLK0jw1mq1OQLKowINwA8//MCpU6dYuXKlZdqD2WzO8dW8Xq/P80NE69at+emnnzCZTJZzITu0rly5ko8++giz2cznn39umR6SkpKSo8YHX50/uC+/v82Dfx8mkynH+Q/OMRqNuR7vn9t68Fy6ubmxZcsWzp49y4kTJ3jxxRd54oknmDZt2qOeqocKCQnJMb8Wsj8wrFq1ipCQEI4fP857771Hz549WbBgQY7jXn75ZUwmE0OHDqVPnz5ER0fnqD2v50ij0eR4HlJSUkhJScFsNjNq1CheffVVIPtvGRcXZwnO+TGbzSxdutTyPM2ZM8fy4So/BX0t7Nmzh0WLFmFvb4+9vT1jxoxh165dEoiFKAZZZUKIckSj0VhCaY8ePVi9erVlHuGbb77JkiVLcp0TGRlJWloaL774Iv369SMoKMhyzl/bfKBnz57s2LHDsvrExo0bqVatGt7e3lZ/TP3792fjxo0YjUZSUlLYvn07AwYMKPD5Dg4OvPLKKyxYsIDw8HDL/QcPHmTFihU55jNv3boVs9lMcnIyO3futASUvJ6Doti2bRurV6/m22+/zTGHtkePHmzYsIG0tDQge9WEv4Y4gLZt2+Lr68v7779v+XBz7949/v3vf1O/fn1LWz/++COKoqDX63nmmWdYtWrVQ+uys7PDZDLlGY7btGnDjRs3uHDhAgDXrl3j1KlTdOrUyXJM9erVad68OevXrwfg4sWLhIWFAdmj37NmzaJt27Y8//zzjB492rJiR1HdvHmTb775JlfAu3LlCiNGjKBRo0bMmzePWbNmWS4W/PPf8OjRo8yfP59hw4YBcP78eUwm00P77NatG3v27LH8jb788kt+/PFHevTowfbt2y1Bdc2aNcycOfORj+Ef//iHZdWLs2fPcu3aNbp16/bQcwr6WmjWrBk7d+4Esr8Z2r9/v2WEXwhRNDJCLEQ50q9fP5YsWYLBYODZZ5/lgw8+YMyYMZhMJpo2bZrnsmQBAQH06dOHoUOHYm9vj7+/P35+fkRGRuLl5cWQIUOYMWNGjiWxunfvzqxZs5g5cyZmsxl3d3eWLVv2yBHVh11Ul58pU6Zw69YtRo0ahcFgYNKkSTnCWEFMnjyZmjVrsmjRIlJSUjAajfj4+PDDDz/kGDXOyspi/PjxpKenM3XqVMvX7QMHDuTVV1/lrbfeKlS/f/X666/j6enJvHnzLB84Jk+ezKRJk4iNjWXixImoVCrq1KnD4sWL82zjiy++4NNPP2Xs2LFoNBrMZjOjR4/miSeeALKXhXv33XcZOXIkBoOBbt268eSTTz60Lg8PD1q1asXw4cNZvXp1jt+5u7vz+eef884775CVlYVKpeL999/Hx8eH4OBgy3FLlixh4cKFBAYG4uXlha+vLwC9evXi8OHDjBgxAicnJ6pWrco777xTqOftwQV/kD0K7ODgwMsvv0yfPn1yHNekSROGDh3KuHHjcHJyokqVKixatAjI+dp46aWXmD9/Pk5OTri4uNCxY0du3br10Bp69+7N9evXmTJlCgB+fn688847uLi4MHfuXObMmYNKpcLFxYWvvvoKlUqV70V1AG+//TaLFi3i66+/xsnJiaVLl1pG5fPzsNfCn19bCxcu5J133mHIkCFoNBq6du36yH8DQoiHUynF+a5TCCFKSVBQEJs3b843SD7KjBkzmDZtGkOGDLFyZaIgNm3axN27d3n++edtXYoQQuQiUyaEEEIIIUSlJiPEQgghhBCiUpMRYiGEEEIIUalJIBZCCCGEEJWaTVeZmD11CksLeTWyEEIIIYQQhRHhrtCkeuN8f2/TEeKk5BRbdi+EEEIIISq4CPdHXy4n6xALIYQQQogKpyBB+AGZQyyEEEIIISqUwoRhkEAshBBCCCEqkMKGYZBALIQQQgghKoiihGGQQCyEEEIIISqAooZhkEAshBBCCCHKueKEYZBVJoQQQgghRDlV3CD8gIwQCyGEEEKIcsdaYRgkEAshhBBCiHLGmmEYJBALIYQQQohyxNphGCQQCyGEEEKIcqIkwjBIIBZCCCGEEOVASYVhkFUmhBBCCCFEGVaSQfgBGSEWQgghhBBlUmmEYZBALIQQQgghyqDSCsMggVgIIfJkMitEJaRzLyXL1qUIIUSlU5phGGQOsRBC5JKUruPv/zlJbFImJrNCtya1eGN8GzRqla1LE0KICq+0wzDICLEQQuSyZGsod+6nk2UwYTCZOREWx/bTt2xdlhBCVGgR7opNwjBIIBZCiFyuR6dgMiukJ0ZhNGSiM5i5fCfZ1mUJIUSFZasg/IAEYiGE+Iv6NZxRqyA59hqK2Yy9nZqGtVxsXZYQQlRItg7DIIFYCCFy+fuollR3ccCzvj/Ozs74163KmC7eti5LCCEqnLIQhkEuqhNCiFw8qzny4wu9+GD5DaaM6YZfHTe5oE4IIaysrIRhkEAshBB5crS3w86UQUC9qrYuRQghKpyyFIZBArEQQuRr9qSJti5BCCEqlLIWhB+QOcRCCJGPHwLX2roEIYSoMMpqGAYJxEIIkS//Rr62LkEIISqEshyGQQKxEELkq1aNGrYuQQghyr2yHoZBArEQQuTr6MlTti5BCCHKtfIQhkECsRBC5GvcsGG2LkEIIcqt8hKGQQKxEELkKS09nRNnz9q6DCGEKHci3JVyFYZBArEQQuQpOTUVtVreIoUQojDKWxB+QN7thRAiD1VdXXls0EBblyGEEOVGeQ3DIBtzCCFEns5fvoxOp6Nf9+62LiWXDJ2RzSciiE/Jon2jmvRsVtvWJQkhKrnyHIZBArEQQuSpqqsrTh4eti4jlyy9iWeW/U5cUhYGk5k95+8SGZfG9D5+ti5NCFFJlfcwDDJlQggh8pSekUFVNzdbl5HL8bA4ElJ1GExmAHQGM6sOX8dsLv//IQkhyp+KEIZBArEQQuTpbEgoilL23uh1BhOKArqMZOJuZq+TbDYrmMtgrUKIiqs8riTxMDJlQggh8jCsX1+qV61q6zJyaedbA5UKkqKvUL1uU7QaNW183LHTyPiGEKJ0VKQg/IC8gwohRB7WbduORqOxdRm51KrqyMezOhHg50edWh70al6bf0xsa+uyhBCVREUMwyAjxEIIkSdNGR5xTU+8w+SO7owf3s/WpQghKpGKGoZBRoiFECJPIwcMsHUJ+XJ0cGDEgP62LkMIUYlU5DAMEoiFECJPgVu22rqEPOn1enYePEgVBwdblyKEqAQq2sVz+ZFALIQQeejctmzOyz0dEkK39h1sXYYQohKoDEH4AZlDLIQQeUjPzLB1CXnSqNVlNqwLISqOyhSGQUaIhRAiTxevhtm6hFzuJyZy5ORJW5chhKjgKlsYhmIG4vPnzzNjxgwALl68SM+ePZkxYwYzZsxgx44dVilQCCFKm6IozJ400dZl5GI0mZgxbpytyxBCVGCVMQxDMaZMfPfdd2zduhVHR0cALl26xOzZs5kzZ47VihNCCFvIyMxk7a+/8vLcubYuJYcVa9bwxvPP27oMIUQFVVnDMBRjhNjLy4svv/zS8nNoaCgHDx5k2rRpvPHGG6SlpVmlQCGEKG3pmZnUr1PH1mXkEBMfj5+Pj63LEEJUQJVlJYmHKXIgHjx4MHZ2/xtgbtWqFQsWLGD16tU0aNCAr7/+2ioFCiFEabPTaOjarr2ty8ghPDKSiSNG2LoMIUQFU9mD8ANWu6hu4MCBtGjRwnL70qVL1mpaCCFK1ZXwcMJuhNu6DAuTycRvBw7augwhRAUjYfh/rBaIn3jiCS5cuADA8ePHad68ubWaFkKIUlW7Zk38fRvZugwLvcHAnDJ4kZ8QovySMJyT1dYhfuutt3jnnXfQarXUrFmTd955x1pNCyFEqYq8e5cmfn62LsPio2+/5c2//c3q7R6+GM2Wk7fQ2qmZ1qsRLb3drd6HEKLskTCcW7ECcf369Vm3bh0AzZs3JzAw0CpFCSGELV0Nv0HzgABblwFkT5eo7eGBSqWyarv7LtxlydZQdAYzACERCXw8uzNN61ezaj9CiLJFwnDeZGMOIUSJMJnL75vuqMGDqFm9uq3LACDo3DlmT7T+dIl1v99EZzBjNpsA0BnN/BIUafV+hBBlg6wk8XASiIUQVvX7lVhGvbeHIW//xrylR4lPzrR1SYX2/X/XoFaXjbfH7fv2odVqS6z9yHO/YjYZAbDuGLQQoqyQIPxoZeMdXwhRIdyKT+O99edI1xlRFLgZm8obq8/YuqxCq1e7tq1LAMBsNpfI6DDApO6+aBQdVT0bo9bY4aBVM7qzd4n0JYSwHQnDBSOBWAhhNZfuJFnmumYkx2BWIDIuFb3BZOPKCqdFk7Ixf/jT77/Ho0aNEmm7V7NatHaLoV+PnnRq7MEHj3eiicwfFqJCkTBccFZbZUIIIao52/Pg2q+4GyfxbjMCrZ0dWrvy9dl796HDdGrTxtZl4ObiQlVX1xJpe8vuPUwf3ptWTZuWSPtCCNuSMFw45et/KSFEmdbJz4NmDapRxV5D3UYdsMPAS4+1sPoKCSVtUO9eti6Bi2FhjBgwoETaTkhKwt/XR8KwEBWQXDxXNBKIhRBWo1areG96RxaObc3fJ/enm0csA1rXs3VZhRZ65aqtS2D9tm3UqFYyUxi+/vEn6np6lkjbQgjbkSBcdDJlQghhVRq1iu5Ns8PW5dNGjEYjdnbl663mbkyMTfs3mUzMHD8ee3t7q7d9PzGR2ZMmUqOMLCsnhLAOCcPFIyPEQogS88q8edy4dcvWZRSKoijMmTzJpjVs+u03UtLSrN6uoii899VX1PbwsHrbQgjbkTBcfBKIhRAlRqPR8POGjbYuo1Ays7JYs2WLTWtIS0svkfm9yampTH7ssXI3Yi+EyJ+EYeuQQCyEKDEqlYrhA/qjKOXnDVun19OscWOb9R8TH0/bFs2tfiFiRmYmKwID6di6tVXbFULYjoRh65FALIQoUc0aN+bnDRtsXUaB6Q0GGnnbboOK9du24VkCUxr2HDnC+GHDrN6uEMI2JAxblwRiIUSJqurqSlRsrK3LKLCbt25z626UTfpWFIVhfftRp1Ytq7Z7KyqKup6eeNevb9V2hRClT5ZVKxkSiIUQJW7u1Kk2X7mhoBo2qE+rZrZZn/f8pUucCQ2xervLV62mub+/1dsVQpQuCcIlRwKxEKLE2Wu1rNq0ydZlFMiZCxfIysqySd/XIiIYaeXNOMIjInnt2WdwcnS0artCiNIlYbhkSSAWQpQ4N1dX+nbrZusyCuRuTAxVqlQp9X4NBgPVXN1wtGLfRqORb1b+jIuzs9XaFEKUPgnDJU8CsRCiVKhUKo6ePGnrMh5pxIAB1KpRo9T73XPkCI6O1g3iqenpPDvj8XK3dbYQ4n8kDJcOCcRCiFLRtnlzTgQH27qMR1qxJtAmAbKpnx/dO3SwWnsJSUl8u3IljRrabsUMIUTRycVzpUsCsRCiVNjZ2TFywAAyMjNtXYrFmfB7/GdfGFuCItEZTAC0aBJQ6nUkJCWxYcdOqwbxU+fPM3fqVKu1J4QoPRKES59sVyREJWM0mdl8IoIrd5PxqeXKxO4+2Gs1pdJ3RmYW2/btY+KIEaXS38NsPhHB93uvojOYcbBTs/3Mbb56qisuTqU/3/ZKeDgThltvjeDQq1dxc3Wlpru71doUQpQOCcO2IYFYiEpEURTeCjxL8M376Axmjl+N49T1eJbM6YJGXfLTBNo0b4bJbCrxfh5FURSW77mKwWgGQGc0E52YwfGrcQQFBzOwV88S6zsiLpX3N54nNikTX0833hjfmnsJCXRr395qfWzcsYP/e/55q7UnhCgdEoZtR6ZMCFGJxCZlcvZGdhhWFAW90Ux4TCo3YlJKpX+VSsWlsDBi790rlf7yYzYrmEzZYTjm2u9AdkjOyDIy6bGRJdZvWqaBl34I4kZMKmlZRkJvJTB3yRbuJSRarY+g4GDeeO457OxkvEOI8kTCsG1JIBaiEjGYzKj/mKcaG36cjOQY1Krs+0tL327d2X/091LrLy8ajZoWXu7YaVToM5P/uFdFa58a/Lp3b4n1GxadjMmsoAD6zGTMCqTqoW+v/lZpPyMzk007f0Or1VqlPSGsJTT9BtMuv8WwC3/npeufk2AonQ/h5YFcPFc2SCAWohKp6+6MZzVH7NQqPH07k5F4GxdHLX613UqthgZ16+DfyLfU+svP21Pa0aFRTRo270Xd6k68O709dd2dMBlLbkqHk4MdZrOCPjOF+IgzKIqZWxcP4u7mapX2k1JSeGXeU1ZpSwhridMn8tqNb4jW3ydL0ROafoPXbnxj67LKBAnCZYcEYiEqEY1axZI5nene1JN6NV0Z0ncA7VwjSu2iugcuhYVx+dq1Uu3zr1wctfx7Wgd6eUTz84u9ad0we+3h8Va8uO2v/OtUpYVXdTCkUdOrLSpDGiMH9Keqs32x274VFcXqzb/gYYM1lIV4mND0G6iAzKh0MqPSMWEmIiuadFPZWXHGFiQMly0SiIWoZKo62fPmxLb8/LfeLJ7VDY9qLkTFxpZqDaMHDy4zc1z9fBpabmfpdGzYsbPE+lKrVbw7rT1dveDxQe3o62vm4+fGWaXtyNu3mT/zcau0JYS16PV6LgVdJuVGEikXE7Cv7mD5nYO6+B8EyysJw2WPBGIhKrmZEyZw7uJF0jMySq1PVxcXtuzejdlcenOX81PHo5blttFopHObNiXa393YGHxqOjClewPUuvtWWXv4SFAQao0GJ0dHK1QoRPFF3L5NyJUrrAhcS8faLWjbvAXegxth56ilisqeObVHYKcq3W+mygoJw2WTBGIhBG1btOCrH38s1T7bNGtGyJUrpdpnXo78aTvp5NRUnJxKNlRq1GpmT5xAZlYW82fOtEqbZ0MvWnXZNiGKwmg0svPAAa6Gh7Pr0GEa1K3LM4/PoHObNnzS6HmerzeBWbWH8Y7PXKZ4DrR1uTYhYbjskkAshKBOrVq8MGcOp86fL7U+B/Tsid5gKLX+8jN6yGDL7TvR0SQkJpVof9+uXIWDgwOfrViBm2vxL6bbeeAAzz4+wybbTQsB2a+bk+fO8d9ffsHN1RV/X1/mTZ9GNbf/Xaxrp9Iw1L0LMzyH0N61iQ2rtR0Jw2WbBGIhBACOVarwy65d3EtIKLU+dx86bPOtnA8HBVluN/Hzo3O7tiXWV2ZWFn26dkGv19Olbbtit5eYnMzJc+dkmTVR6sxmM7sPHSY8IpJfdu2ikbc3j48fT/cOHeTD2V/IsmrlgwRiIYTF688+y72EBBSldN68Z4wfh06vL5W+8vPnEeE9h48QGx9fYn1t2b2bPl27snXPXob161vs9u4lJPDq009boTIhCib23j2OBAWxcedO7O21+Hp78dysWYhq0EgAACAASURBVNSoXt3WpZVJEoTLDwnEQggLVxcXYuPvEbhla6n051W3LstXry6VvvIze9JEy22jyUhVt5JZk1lRFC5eDUOtVhN8MRSNpngXFIVevcrB48eLfCFd8I37zP36CFM+OcDXOy9ZtrEW4q8UReHg8ePcvHWL//7yC419fZkwfDh9unaV0eCHkDBcvkggFkLk0LtrFwL8GpGl05VKfzWqVy/VFS7+6j9r11lut27aFA939xLpJzE5mZefmkticjKvzJtXrLYURUFvMDB74sRHH5yHG7GpLPrvaW7GpRGfksWOM7f5asfFYtUkKp77iYnsOXyEnQcOoNcb8K5fn5eefJLaHh62Lq3MkzBc/kggFkLk0qpJE9744INSWRbticmTCb16tcT7yU/zAH/L7Q3bd5TYiNeyVauw12r58j//wbmYy6P9smsXOr2+yGs5H7sSi8FoxmwyYDRkojOYORgaU6yaRMWgKAq/nz5NeEQkP23YQNPGfgzr149BvXuhVktkKAgJw+VT2VgZXwhRptjZ2TFrwgRuR0fjXa9eifalUqn4dc9eOrctuYvZHsbZ0clyu0enjkUOxLfi0/jolxBikzIIqFeNV0a1zLEDXYuAJjg7OdG2RQvs7Yu3IUFaejpd2xX9orwqWg1qFdy6sIM6/r2w0zqitZOwU5klpaRw9OQp3FxcSE5NpXObNrw8d66tyypXJAiXb/IOKITIU6umTQkKDi6V0dupo0fbbJOOoOBgy+34Iq6wkZpp4G8rTnDlbhIJaXpOXY9nwc8nLRcnng0Nxd/Xh71HjtClGEEWYOXGjUwZNapYbQxsXQ97lZ7avp1wcK6Og1bNE/39H32iqFAUReH0hQtcvnaNlRs30iLAn15dOjNy4IAys5NkeSFhuPyTQCyEyNe4oUM5cfZsiffTyNuLJd99V+L95GXyqMcst8PCbxSpjUu3EzGZzSgKGLLSMJoUbt9LJzEtewWN7Xv30bB+fQ4eP1GsOcr3ExOJvXev2GHlzLlTDGuUxZwR3RnRoQFvTW7H0PYNitWmKD/S0tPZuGMnZ0NDibxzl0be3jw/ezYNG8i/gaKQMFwxyEdAIUS+NBoNsydOZEVgIE9Mnlxi/Tg4OFDFwaHE2n+YX/futXw1PGfypCK1UcVeg6KAUZ9JbPhx6jcfiNmsYK9VYzKZeHzCePQGAy88MadYc5SvR0Tw96eeKvL5AFk6Hfb29jw9rWiPVZRfFy5fxmgycTYkhN5dutDYx4f2LVvauqxyTcJwxSEjxEKIh9JoNGjt7LgeEVGi/UwbM4ZLYddKtI+8mIwmy+0fAtcWqY0WDarTsJYrij6F6vWa46BVM7RdfVyqaDl04gTXb97k540bMRRjZ74jQUHcjoouVqBOTUtj4eIP6N6hQ5HbEOVLZlYWgVu3cvnaNS6GhdGscWOenDKFxj4+ti6t3JMwXLHICLEQ4pEeHz+ewyeC8KxZE1cXlxLpw9XZmc9+/ZV//f3lEmk/PxNGDLfc9vSoWaQ2NBo1n8zuxD+XhlO7YQeae1Wnf6u6QHYgGdy7Nzq9nnq1axepfZPJRI3q7vTo1KlI50P2zmLXIiJY+Nx8WTu2Erhy/Tr3EhOJvHOHNs2b07RxY5o2bmzrsioMCcMVj4wQCyEKJMCvUYnO87Wzs2PyYyNLbZe8B1Zt2my53b5VqyK3o9Wo0epi+dvIFgxoXQ+VSoVer0en13P1xg1q1Sxa2Ab4cf16jCZjsYLsZytW4OrsTK0aNYrchijbdDod67ZtIzwikqDgYNo2b860MWNo7i8XTFqThOGKSQKxEKJAPGvW5NWnn+bC5csl1odGo2Hdtm0l1n5e2rVsAWTPrd17+EiR29Hr9Tzz+Iwc9+09epTatWqxZdcumvr5FbntOrVq0app0yKfn6XT0cI/QL4mr6DCIyLZe+QI2/fvp3FDHxo19GbmhAk4Ozk9+mRRYBHuioThCkwCsRCiwJwcHVm/bTtx9++XSPv+vr4kJCaVSNt5MRpzjroO6NWzyG19HxiYa+OC5v7+dGjZkmljxhQ5nHz6/fcM6tWryHWFXr3Kzxs2MKh30dsQZY/BYOCXXbsIj4jkwPFjdGrThrFDh9K2RXNbl1YhSRCu+GQOsRCiUBY88zR3Y2LwcHcvkbmo/bp3I+7+/VL5al9vMHDp2jWG9u1L7L17pKSmFrktZ0cnPP80LSIjM5PVmzfTrmVLnB0d8a5fv9Bt3ktIoJqrW7GWWbtyPbxEVwgRpetWVBTnL17Czk5DnVq18PX2olFDb1uXVaFJGK4cZIRYCFEori4u3EtMZNWmTSXSvouzM+tLadqEvVbLpJEjAYi7d48sna5I7WRmZdHkL1Mi7kRHM3rwEDRqDd07dix0m4qicPLcOWZPmlikmoxGI29+9DHjhg1Fo9EUqQ1RNphMJnbs38/1iAh27NtPj04dGdq3L53btpULJEuYhOHKQ0aIhRCF1qNj9hbHJpPJ6mGrXu3aDOjRw6pt5icxOZnfDh7kySlTCPD1zTXloaB+P3UKh79sx3zu0iUG9erFlfDrRWp3y+7dVHNzK1I9AEHnzjFj3FgJTOVYVGwsv58+jWeNmri5uNDI2xu/hg1tXValIWG4cpERYiFEkXRr357X3n8fk8n06IML6fzly1wMC7N6u39lMpstc3t3Hz7C7aioIrXTyNubzm3bWn5OSkkh8vYdtuzaReumzQrdXmZWFs39/enTtWuR6lnzyxY83N3x9/Ut0vnCdsxmM/uOHuViWBjb9u6ld5cu9OrSmR6dOsmHm1IiF89VThKIhRBFolKpmDVhAlfCw63e9rC+fQkODbV6u3/l6uxsmc7g4uxEjSJuqxy4dSv2fxoh1un1PDvzcbp37Fik+Z1LV67EXqstUi1ZOh1ZOp2E4XIm7v59Vm3axNnQUFQqFU39/Hhq2jRZJq+USRCuvCQQCyGKrEVAALejojh/6ZJV23Vxdsa7Xr0SGX3+s6jYWI6dPg1ANbeq1KhWrdBtJCQl0aBu3Rz3ffnDf4iOi+PwiaBCt6coCt07dCjSRXhRsbGs37atyPOORelSFIUjQUGcPHeO3w4coF/37nRo1Yp+3bsXefqOKDoJw5WbvOKEEMUyqFcvDh4/UaRzg8Li+FfgWRZvPE9EXM4VHnR6PYdOFK3dgnJzdaXZH7t37T1ypEgh5HZUFFNGjbL8bDKZ6NS2DcmpqYwdNrTQ7f3zkyW0b9my0OcBbN29h3HDhhXpXFF6EpKS+CFwLZevXSc1PZ32LVvy+Pjx1PX0tHVplZaEYSGBWAhRLGq1mhfmzC70qhMHQqJ4e10wRy7Hsu9CFM8tP05kfJrl9327dcO7XuFHSQsjMzMTvcEAwPD+/Ys0R3Pjjp05Lizcsf8AA3r04NzFi4W+KC7+/n06tm5d6GXWFEXhqx9/ZN70aTg5OhbqXFE6FEXhxNlgDh0/wd6jRxnQqyfN/BszrF8/WQXExiQMC5BALISwApVKhVql5mwh5v2uPHQdncEMgFlRyDKY+PVUpOX3Go2GDTu2k56RYfV6H4hPSCD+j01GTp0/V6Q2Rg4ckOPnk+fOce7SJerXqVOodkwmE3sOH8nVXkEcOnGCNs2by0VXZVBKairfr1lDeGQkMfFxdOvQnokjRuD1l2k2ovTJxXPiz2TZNSGEVUwZPYozISEkp6ZS1dX1kccbTdn/EWWkxJJ2L4Javp0t9z0wvH9/zl++TLf27a1WZ3KGntPX4wEVzep7Wy4+i7tX+N33goKDc/yclp7O83Nmk5ySQpc/rTpREGu3/krzAP9C13Dg2DG86taTzRnKmODQi8TEx2EwGunbtRuNGsqSaWWJBGHxVzJCLISwCpVKhXe9eny09NsCHT+qkxdVtBqc3DwxGQ04aNUMbptzikSLgACysrKsVmNsUiazvzzMp1sv8tmvoUx9ZzWHT2ePDBflQrRjZ87QIiDA8vMPa9eRnpHBul+3FWo+ckJSEh3btKZ1s8It0ZaZlcWx02ckDJcR6RkZ/LR+PeERkVyLuEm/bt14bOBA+fuUMRKGRV4kEAshrMajRg1eeXoeYTduPPLYsV0aMndgAI1qu9KzR3/GNFPRtH7uVR5Cr4YRHRdnlfqW7bpMWqaBLIOJTL2JTAPsC70HwA+Ba/M9LyFVx5nweznmOAOMHDDAso4xQP06tbHT2DH5scdytREZl8rb64JZ8NNJdgffQVH+95/y1z/+RPWqVQv1WNLS09l9+DD/98LzhTpPWF/o1ats3LGTY6fP0LltWxo19GbiiBE4ODjYujTxFxKGRX5kyoQQwqqqubnx2fffM2/6dOrUqpXvcSqVilGdvRnVOXv0bMG776EoA3PNg50xbixGo9EqtcUlZ2FWID3xLiq1Gq1jdQzq7OkdAX6N8jzn1PV4/hUYjEatwmgyM6qTN08NbsK9hAS279vP356YA8CNyEgaNmjA9n37eHrG9BxtRCWk89x3x8nSm1CAi7cTSc0yMK6rD+kZGUwZPYqahVwD+ZuffmaWLK9mM1k6HZt3/kbHNq05f+kSY4cOxbFKFVuXJR5CwrB4GBkhFkJY3Svz5pGYlJxjFPRRXp//LPEJCbnur161Kl/+50er1NXRzwMHrRqDLh1DVhq65Dt4V8uusWb16rmON5sV3l4bTJbBRLrOiM5oZuupW1y+k0RqWhqP/ekCuM27duHm4pLnY95zLgqdwYRZMaMoZnQGM2uP3kRRFP65ZAk+DRoU6nH8smsXrz7zdJnYtMFsrlwhI+zGDVZv3szp8+dpHuCPX8OGTBszRsJwGSdhWDyKBGIhhNW5ODuTmp7Gj+vWF/ic6lWr8smy5Xn+rmPr1pbVIIpjeu9G9GpWG7ea3ri6N6BvhxbMGNQWvV7PqfPncx2frjNiMGWvhJF4N3vzEbUKohIyOHLyJD5eXkD2klpjhwzBaDTmGh0GUFBQgHsRZ0lPvGu5715CAmOHDi3UslsHjx/HYDTafEWJW/FpzPziEIP/9RsTP9pP6K1Em9ZTkvR6PRu27+BiWBinz19g1KBB9OjUiVZNm9q6NFEAEoZFQUggFkKUiM5t21K/Tp0CjxKrVCpGDhxAWnp6rt+NHDjAKrvhaTRqXhvbmrdH1WPhkJoMaVkNFDMqlSrPDS1cqtjh7JC9hXLKvZsAmBSFhrVcuHHrluW40KtXOREczMpNm/IMqv1a1sXBToPZbMTFvQFVtBqGt63Npp2/FWoFjUth1/CuV48Jw4cX9qFbldFk5pUfg4i6n4ECJKTpWLjyFEnpOpvWZW0Rt2+zIjCQkKtXadigPs0aN2bqmNG4ODvbujRRALKsmigMCcRCiBIzsFdP3vzo4wLPAe7RsSMrN+a9wcfhoJNW28rZzdUFZ2cnbt29i8Fo5E50NJeuXct1nEql4r3pHXCpYod3k25oNWrmDmxCDSd4ae5cy3FRsbEM6NEj313ivDxceMw/i0F9B9CsQTXmDgygSno4Q/r0LnDN6RkZrFgbiFe9eoV/wFYWl5xJhs6E0agnJT77Akq1SkV4TOojziz7jEYjW/fs4dT585w8f55xw4bRvmVLOrRqZfNReVFwEoRFYclFdUKIEjV97BhOXwihS7uCrctb1dWV8IjIXEtVPT1jOjq93io7sdX19CQjK4vGDRtS1dWV0LAw7LXaPI8NqFeV53o6kZJVn0E9uuJSRcun33/PzPHjgezpEukZGQRu3cpzs2bl2YbRaOTmjUt88vrrANyOiialehO86xdsJz6j0UjwxYu8t2BBmdjVzNXRHoPRwO0LO6kT0BMAo1mhmrO9jSsruttR0WzZvYv+3btT092dDq1a0bF1a1uXJYpAwrAoChkhFkKUqCZ+fhhNxgLvYjdl9CgSU5Jz3V/bw4MPvllqlZpuR0Vz4dJl1m/fTmp6Ot716tG9Q4d8j4+KiaZ/57a4VMkOzb5eXrhXy14i7uS5c6jVatIzMvIdQbx5+zZvvfSS5eelK3+mYQHDMMCS5d/h4e5eJpbxytLp+PqH5fTwNtOk81hcq9akilZD7+a1aVS7cFtV25rJZGLXoUMcPH6cs6EhTBk1iqaNG9OtfXsZDS6nJAyLopIRYiFEievWvj0fLl1KuxYtHnmsSqUiODSUqq6uNPbxsdyvVqtp5O2FoijFDit1a3vi4uxEWkY6Dvb27Dp0mKZ+fjTzb5zn8a2aNrXsvpealoZTlf+NUterXRtnR0eG9e2b57lZOh0/rl/PuwsWAHAnOpq/P/VUjvWLH+bkuXM8O/PxMjFv9dT58zg5OjJl9Gi869UjJDKB8JhU6ro70dGvpq3LK7CY+HjWbv2VEf3742BvT+8uXSQAVwAShkVxyAhxJWUyK5wJv8fB0GjikzNtXY6o4NRqNa/Pn8+mnTsLdPz0sWPzDCjjhw/n6MmTxa4nKyuL2Ph4/H19caxShdq1PKhVM/8lzLbs3m25fehEEG6uLkD2CON3/13Dmq1b0eYz5SI5NZW5U6ZYjv/0++8to8uPciYkhBNng20ehs1mM8fPniXk8hWaNW6M9x/zmFt6uzO6szedGnuU+UBpNps5cOwY2/ft4/ylS0we9RiNGnrTp2vXMl+7eDi5eE5Yg4wQV0Imk5nXVp7iyt1k1CowK/D+9A609C7cxgBCFJbeYODoqVP06Njxocc5VqnC3iNHsbe3x6tuXcv9To6O7Dp0mJ6dOxerjozMTKLj47l24watmzYlIyPTMgL8VyaTiaF/Gv1t07yZZcORqNg4hvTtg1qlyjNUZWRm8vP6Dbz6zNMAJCYnM3fKlAIFsJj4eFycnHh+9qwiPELrORsayppftrB44et0bdfOprUUxb2EBNZs2cLwfv0wGIwM7du3UNtqi7JNgrCwFnlXqIT2h0Zz5U4yWXoTGToTWXoTizddsHVZogTFJWdy8VYiyRl6m9YxaeRIqrm5kZice47wX00dPYpT53KvDfzU9Gno9cV7HD5eXvTv3p3+PXqg0WgICg7Gzi7v8YHDQUHUqJa9aYeiKCxf/V/LhW2nL5znyrXr+Pv65nnukZMnGT88e+WJxORkftqwgSZ+fo+sT6fTsfirr6lfp47NRi91Oh2bf/sNV2dnPnhjYZm4mK+gFEXh6KlTrN++nYtXwxgzZAi+3t4M6t1LwnAFImFYWJO8M1RC8clZ6I3Zy1fFXPudyPPbuZeQxL08dgkT5d+6ozeY9cVhFq46zbQlBzl1Pd5mtahUKup6evLh0kdfHOfm6opnzRrE/WVDDnutlmWrVxerjqiYGH47cJAr168DMG3M6HyDZ1BwMPXr1AYgKSXFsvKAXq8n5MoV4u/fp3rVqpbj9UYTH/8Swoi3f+WDzaFEJGcH7YPHj1tWpngYRVG4efs2C59/rsDzjK3NYDDw7arVtGnWjMY+PuUmRCalpPDtylWER0aSlJzCmMGD6d21C7Vq1irUromi7JMwLKxNpkxUQk3rV0Nrp0FnMFG7cXfUKjM+Ne1Zs2ULDes3wKxk78w1qFcv2Y60nIuMS+WnA9fQG83ojdl/13+tDeaX1wdgp7FNyHGvVo0X5szhdlQ0DerWeeixTfz8+CFwLQuefcZyX20PjxwBtCiqVKmCe/VqnD6f/c3I+m3bc/TxZ9PGjLWs7nD+0iWG9u0DQHpmJmOGDKVOLY8cx3+14xL7Q6K4GXqYml5t+HhLCMn37+LToAE13R89LWlFYCABvr4FGkm2NqPRyKffr8CvoTd/e2KOVdpMyzSgUatwdCiZ/24UReH0hQtcCgsjoJEfQ/r0pmGDBvg1bMjte2ksXHma2ORMHO3tWDShDZ0aezy6UVGmSRgWJaF8fOwXVtXWtwaP9/FDo1Zhp1bh5eHGuzN78vzs2YwcOIAR/fvToG5d0tLTeWvJEn7esIHbUdEF+ppblC13EjLQ/BF84yPOkpV2H8WskJRu26kTdWrV4j/r1nI3Juahx9V0d2fqmNGkpqXluL9ru/ZcDQ8vcv9uLi40qFuXOZMnAWCnzTusKYrCf9attfx84Nhxy9SKJcu/Y+vuXVT5y1Jox67EkZGZgVtNH+ydqqMzmPkucAMtAgIeWVdUbCx9unYt9hzpojh/6RLBFy8y+bHHGDNkSLHby9KbWPDTScZ9uI/Ri/eyeON5TGbrBZnUtDRWBAZyNTyc6Lg4powaRZd2bWnYoAEAZrPCqz+dIjYpE0WBDJ2Rf60NJjZJLiIuzyQMi5IigbiSmtTDl23/N4gNC/rz/fye1HD930iwRqOhXYsWeNSowVsvv8zj48ej0+v4af0GroaH88ny5ew6dMiG1YuCalDDGZMpe2S4RoOWJNwJwWzMoqpT3isilKZX5s0j/v59zGbzQ49TqVSsCFyb477atTzYuGNHkftOSUvjxNmzrFgTCMCI/v3zPe7BBYCKojBz/DjL7VbNmjKkb99cK0A42muIvnqY2PATAGQl32XyxNn5zlF+IPLOHb5duYpG3t4PPc7aDAYDkXfvcvzMWdq3bPnIUfuCWrbrMqG3EjGZFUxmhSOXY9h8IqLY7Z6/dImlP6/kxq1b9OrcmSZ+fjw2cCD29jk3BUnO0JOcoSct8S4Jdy8CoFGruBYtH+zLI1lJQpQ0CcSVmNZOjYtjwYKRX8OGvPjkEwQ0asQLs2fToE5dLly+zFtLlnDszBnOhISQnFr+t22taLw8XJg7qAn2dmpcnBxp1Ko/c3p68vr779l8xP/BjnMrAgMfely92rVp1bRJjvucnZyYOnp0kbdyrubmRpd27fDxyh5NXPfrtjyPC7lyhbZ/rJ188PhxouLiADh8Igg7jR1qVe630PnDmuFWvTZ1m/RCg5HE22d5rEveF909kJ6RQVJKCoteeL5UL6K7cv06C957H6cqVXh6xnSrzhW+EJlIZlYmMdePoSgKOoOZczfvP/rEPGRkZrJy40bOhIRwNyaG2ZMm0vqP+c15iYqN5cfAVWSm3CMjKZqqntnrS5vNCu4utt/cRBSOBGFRGmQOsSg0rVZr2cCgVdOmQPZ6qSsCAxk3dCgrN25iSN8+tGvRotxcjFORje7sTe/mtbmfqqNOdUecq2gZ0aMNUTGxbNu7N981f0tDm+bNibx795GbbbRr2ZIf161n1sQJlvtu3r5NeGQk/Xv0KHS/BqORy9eu4+PlBUDntnlvK33g92OWpcZu3LrF9DFjANh79Cju1aoxatDAXOccP7SV3o20tOzcG0NWKr3mvEFVp/y3NFYUhX99+hl/n/dUrlHOkmIwGPhh7TrGDh3Cx4v+z+orSKSkpqLOjCbhzhWqefqjUqnQalTUq1G49ZSvXL/OjgMHGDlgAO1btsp34xTIXhVj087f0Gq11K3tyeTHRuJ/K4tvfquJiux/Wz2aetK0fsHWgBZlg4RhUVokEAuraN+yJe1btgRgwTNPcz8piV927eLC5cvMnTqVi1fD6Nq+Ha4uLjautHKq7uJA9T+NjDlWqUKjht5Ex8cRfPEiDerUwaNG/htTlKRRgwbx3pdf8urTT+e7uUU1Nzdi4uNyBOdenTuzfvv2IvVpNpuJjovlyvXrdO/QgdT0tDyPe3zCeEtYbBEQgIODAzqdzrIqxV8/8Ol0Om7cusW86dOo6urC+u0H8R8296G1xN2/z8wJ4/GsWTo7vaWkprL78BH6dutq9b95YnIyWTod3/93Dc+OfIxEpQZ6gxkFBXdXB2b0LtiSc5t37aJuLU8MRgNPT59u+TYhL6fOn2fr7j3Mmz6Nlk2b5JirPbwWBNSrxrWoZGpVc6Sdbw3ZhKMckTAsSpNKseFaNGOGD2fNF5/bqntRSkwmEyeCg4mNj6d61aocP3OGGePGU6uGu+XqfZE/s1nhyt0k0nVGmtSrhmsBp7kUlF6vZ/E339C5bVsG9+5t1bYLKuzGDW7dvcuAnj3zPcZsNnPy3Hm6tPvfaO6BY8fo2Lp1oXdyM5lM3EtMJComlhYB/nyyfDmvz5+f4xiDwcDHy5ax8LnnuBsTw9bde3jm8Rms2rSJ21HRjB8+LNdX9jv278fZ0YneXbuw69AhenTs+NCl07bv20eWTs+4YUMLVX9RLf15JVqtHU/+sXOetej1eg4HBf2xzfRMqrm5AZCWZSAkMgGNWk3rhu44aPMfiQ6PiGTDju1MGjmSxOQU2rZonu+xGZmZfL5iBT5eXvTs1InaHh7lap1k8WgShkVJaFI9/2+ZJBCLUpel02E2m1m2ejVqlZohfXpzNyaGLu3aPXQkqDIymswsXHWay3eS0KhUqNUqlszujI9n3ruqFUdmVhbLV/+XyaMeK7XRyj87f+kSOr2eTm3a5HvM6+8v5t0Fr1rCz8WwMM5fvMTUMaML1Vd6RgbfrlqFq7MzT0yezL3ExFyPOeL2ba6EhzOkTx+iYmNRq9XU9vBg3bZtBPj60rpZsxzHR8XG8vybb/LxokXcjY3FydGRdn/MP86LXq/n2Jkz9OnatVC1F8WlsGuE3bxB327d8t2Rr6g+XrYMZ0cnnnl8RqHPNRgMbNu3Dwd7e1ycnGnTvBlu+dRnMBjYe/QoR0+d4rlZs3B1drb5ltaiZEgYFiXlYYFY89Zbb71VeqXktPa//2X80NIZGRFlh52dHVqtlq7t2tGlXVtcnJ2Jjo0jPTODrbt3s+fIEdq1bInRZEL7iCvzK7odZ2+z8+xtdAYzBpMZg9HMpTuJjOjgZfW+tHZ2NGvsx54jR6jm5pZvMCkpnjVrsmzVavp265rv19r+jXyx02hw+GOuba0aNXBxdir8usSKQkx8PLfu3KVBnbocCTpJy79cuBdx5w6d27ZFo9GwInAtA3r2IP7+fSLv3CHu/v1cy6jdiYmhX7duNPb1ZfXmzUwYPjzfx5GYnMzbn33O3KlTC1d3IRmNRu4lJrLr0CEmPzbSah844+7f55Ply9FqtYweNIgu7Qu3pXPk3bssX7Ua7/r1UKvVAUQo+wAAIABJREFU9O7ShYYN6uf6xigzK4uMzEz+/fkXJKYkM6J/fwb27Imrs3OpzbcWpSfCXSFJxkRECarpmP80MbniSdhcFQcHenXpTOtmzXhq2jRefPJJUtPT+eKHH9ixfz/b9+3j0PETxd6utzyKSshAZ8heluzu5f0kxoQRm5RVYv25uboy+bHHuBoezqIPP3rk7l6/X4nly+0XWXM4nAydsVh9q1Qq3n7l7/x28GC+x3jVrct7X32Vo67t+/c/cj3jv7Kzs6NOrVrMmTwJvUFPHc9auY7Zsns3dnZ22Ssk6HUA/LJrF7ejo3NNLbkVFcXC9xdTrWpVDhw7xmvPPptvGDabzVy+fp2Fz83P8/fWEh0Xxyv/fpeU1FTmTZ/2yGXfCuLmrVu8/dlnALz4xBN0a9++wNOeTCYTO/bvZ922bcTExTF32lS869enU5s2OZ4rs9lM5N277DxwgCXLv8NgMPDvBa8yccQIqzwGUTbJqLCwNRkhFmWOnZ0dLk5O9OjYkcY+PtSvU4c70dE4OznxybJlRMfG4fnHnMGK/h9kWpaBk2HxGM0KrjW9MetT8XQyoku4SZNGjUps3qSvlxc9Onbk6KlThFy5SkCj3MuGrTkSztc7L3PxdhKhtxI5dDGGoe3qF2sHPJVKxYXLV4iKicE3n/V4q/wxMvhgnqpXvXpcDQ/H548NGQpCURRWbdpMcGgoXdq1o66nZ67RU2cnJ+rVrk1UbCzdOnSgioMD1d3ccK9WncY+DXMcey70Ii2bBODj5cXaX3+lb7du+fb9wTff0LNTpxKblmIymfjm558J8PVl7NAhBdod71HCbtzg4PETqNRqxgweTPWqVQschKNiY1n+3/9S19MTnU7H0L59qV+nTq5dMMNu3EBvMPDR0m+pUa06A3r2oFfnzjKNqhKQMCxKy8NGiCUQizJPq9Xi06ABrs7O9Onaleb+/ty8fZufN2ygtocHqzZtRkGhQR3rbChQlnh7uJCYrud6dAr2dhq86tXj06cHotWoyMjKZP227TT29cm1W5o1aDQaGjZowPWIm9hpNKjU6v9n7zzjm7rPNnxpeMh7770HNgYMtjHYgNl7hRFGArRN2uy2aZO+b5Kmb9ukaZuQNIsCgTACmA1mm20DBmwwtjHee1uWpyRLls77geDUNSuBJCTR9Q1J55z/OfIP3ec593M/vccRBIGXP7+ItkePIAjoBdDq9Hg4WODr9GBWi7DAQHRfDuu4nRjycnfn8KlThAfdjPOyMDfnWn4+If7+930MkUh000srgvrGRkyMjXH6D4GqVKk4m5HBwLAwVm3cxNCBA2mSy/lw3XpcnBz7NNOVVVbyyaZNPL98GU1yOWPi4+8oFts6OkAQiAq/c8PYg1BVW0d+STHBfn4E+Pg8cOxhbkEBbR0dnL14kTmTJ+Pr6YnxHZJA/hO9Xs/xtDTOZFzE0sKckcOG4e7qireHR59qcHNLCxeysigqKye/uIhBAwYwYVQi3h4eD7RuAz8cDGLYwHfJ3QTxj7u8ZuBHiVgsJiIkhIiQm57P5fMdyS8u5kpuHnuPHmHS6NFYW1ri5+X1g/cZikQinp0cxtJRAai1OhwsTRGLRdh/2YFvYmLC8bQ0bK2t8ffxwcvN7aGvYUpSEi2trbzzySc8PnMmA4KD0esF9F+O4e1SVKOouY5/1ATUmgezTdzC0d6etz/6mLde+f1trQdmMhnply4xYtgw4KbX9Fp+fm8u9v1wPjOLYH8/HOzscHdx6fNedn4+Lo43bRSxgwdhaWFBVk4uMydO6Nf098XevUSEBFNQWkr6pUv8YtGi2x4vMyeHwpJSFs6ccd9r/Dokp6RQW9/A88uXPbAQLq2ooEEup7CkhIUzZrBiwYL72q5JLueLPXuZNHoURlIjls6dc9touoMnTxIZEsr+1FRmTZqIt7v7A63XwA8Tgxg28ChhqBAb+MFjYmyMu4sLrk5OjIqLw8PVldyCArYfOICnmxtrtmzB1tr6e8vZfRiYGEkwNzXqJw6tLS0JDQzEzsaG7SkpONrZUV5VjatTf0/sgyAzNSVpxAjMzcx468MPGRIRQXGjkqY2NVJTK4xlVug1HcyP98HZ/v4GH+j0ApeLmymobcPMRIqF6VeVR1MTE/y9vdDp9betEgf6+qLu7u61AwT4+ABg9TVyrg+fOkVlTQ1isYSwoMC+9hsBBoaFomhr43pREaGBgVy6lk1uQQEjvxThcLM6rNZoePKxxyiuqGBqUtIdxejp8xdYMGP6Q8/BLSorY+u+fSyeNYv4odEPtH+VWs2nGzeiaGtj0ujRRIWH35ct52xGBinHj+Ps4MDgiAh8PD3x8fyqGiwIAuezsjh1/jxdSiX2dnaEBwURN2Rwr/XFwE8HQ/Ocge8Lg2XCwE8OH09PRgwbho2VFQOCg9HpdBw9c4btKSkE+/uTX1SEk739jya71NTEhGFRUViYmXH20kWq6+rQaLTY29o+VAFmbGREWFAQOfk3iPa1QYMJbUoNXi6O/O+CGLbv/gIPF5d7+lZ7dHpeXn+RPRkVXChoZO/FSiK8bXG2+epX0tbamvdWr8HH07NfVJhIJOLYmbNoe3pwdXJCKpXy908+JSFm2H1XRwN8ffDz8uJsRgajhw/vc51WrlnD6OHDOXjiJIG+PnR0dXHwxElmjB+Hi6Nj7+deeestrC0tqamvx8G2f6UZblZE3/rwI5558omH+l3odDpKKyu5ln+Dx2fOuONQk3shCAKNcjl/em8lVhbmPDZ1au/Tl7uhaGtjXXIyRlIpWq2WWRMn4uTg0Gf4TkVNDas3f4GzoyO1DQ1MGzsWP29v3JydDQMyfqIYqsIGvk/uJogNOcQGfnJoNBqOnT1Lp1KJvY0NOQUFPD5zJo52dj+qUdNnMzI4ce4czy1bhplM9tB9xskpKbQoWnl6yeLe1wRBoLmlhW379/OrpUv7XM+0/HouFTXjYGmClbkxq48WoNbqet93tpGx+aVRfY6hUqvJuXGD6MjIft9NT08PF7OzGT5kCAAZV67g4uh43/7TP7//AdZWlsyeNKmfkE1JPc7UsUlU1NTg5eZGQ3MzOfk3GJfw1eAQdXc36ZcuMXLYMNYlb+epxbe3Shw7c5YgP9+H6ovVarW88vbbPDF37teyifw35zIz2X3oMK8++ww2Vlb39fefceUKZy5kMHfKZCRSaT+bjl6vZ11yMnq9njHD47Gztfn6sXgGfpQYxLCB7xtDDrEBA/+BRCIhyM+PAcHB+Hl7E+Lvj4mxMe+tXs3VvDzsbW0pq6rC2cHhBy2QvT08GBUXR1NLCx98tg5rK0usLCzuqynqfggPCmJwxAA+376Dzq4uvNzdEYlEmJuZIZFIqKqtw9baGmMjI7Z+mUiRX91GXpWC3AoFKs1NMVx74xTmth7oBFiU0He0r5FUilKlYseBg0QPjOzznlgs5kpeHnq9Hkd7ezxcXTmRnk5o4J3/w/tPGuVy6hoayMrJJTE2tvf1ltZW2to7bjYwrl7DqLg4/vedd9ALemIGfTUl7+e/+z1ODg4UV1SwePas21Y8121LJi56CJ4Pydut1+tZ/cUXiMVinpg7F5dvYI0RBIGDJ05w6vx54qOjmTFhPGYy2V0rth2dnWzYsQOVWo1IJGL2pInY29n1Vu4FQSArN5ePPv8cb3d3gvz9GTN8OHY2Nv3SJAz8NDGIYQOPAoamOgMG7sKt6tWrzz4L3EwCuF5UhEgkIiPrCtqeHp5evAiJRPJIWyx0Oj11rSpMjSQ4WH0lQrzc3HjzN79GEATeXb0amakpTy1a9FDORSwW88Rjczlw/AQFJSV4ubsjMzVlSEQE3d3d/OGdd1gyezYbTlWj+TKRokcHGpEeiUREj07AziMCRXU2UQljb3uMQF9fsnJz0el0/dY8PiGBNVu29IrggpISOru67muCma21FUvnziX1bFqf1zOv5WBubkZ7ZydjR8SjaGtj+JAhjEtI6P1Ml1JJgI83ibGxbNm777Y3Tq3t7UgkYtycne+5lvuhrLISpVrN0IFRdx1rfCf0ej17jhzB19MLBzs7Jo8Zc0/bwtW8PFJSj/PkvMdIio/vE4UnCAI9PT2888mn2NnYsHj2LP788ss/CSuEIAjUKVTo9Hrc7MyRiH/85/wgGMSwgR8CBsuEAQP3QNHWRpdSybptyQwbFIVUIsHe1pbI0NBHpoLc3K7m159l0NLZjU4vMDrClZdnRtxWnAiCwMlz5zh29iwvrFjRxxP7IFTV1rFy7Rpef/HF3sqhXq+npr6BGa9twM4jks6WahS1efhHTSAmyJlzNxoB8HIww6HrEv/36xfumC39/trP+OWSxf2SQ0orKpAaGeHl5kZ7RwfdGs19NVD++f0PABiXMLJP5behuRkbS0sOnjzJ1KQkDp08RVZuLn/89Uu9n3n1rbeYP306EomEEH//fv7dipoaLmdfY87kh/MELO3iRc5nXeH5ZU/ed/7vLXp6etifmkqAjw/tnZ3ER0ff9fMqtZpt+/bj4uSIg50dEcHBfY7Z2t5ObkEBh0+eYtm8eXh7uP/o88D/E22Pnte+yCSnogWRSISbnRn/XBaDpezhPHn5sWEQwwYeJQyWCQMGHgCZqSlWlpYkxsYS4OODpbk52devY2VpyburV9PS2oqbiwvGRv1TIL4r3tiSRUl9O1qdgF4QqJErcbSW4e/Sv4NfJBLh6+XF6Lg49Ho9b/zzXcQiEX5eDzYO2trSkvEJCVTV1rL6iy+IHjgQIyMjrC0tSb9WTEV5AdYuIUiNzECn4rX5Q3lm8gDmDvdlTpwvXq4uXC8swtvD/bbX0dHOjrRLlwgN6GurkEqlfLJhA6Pi4jAxMeGtDz9iTHz8Pdfr5GCPRCrhfGYWCbExva//c9UqkkaMYOvefYyJj+fTjRsZMWwYQX43h5Nczcvj0KlTRIaEUFZdfVsP7/rk7SyaOeOBhWJ5VRV/X7WKJ+bOZcTQoV9rf1qtlpKKCg6dPIm/tzeDBgy4ayxfflERn2zcSIi/P04O9r0DS6RSKW0dHXQplbz779U0ypuZOnYsY+LjsbOxeWRuCr8rtp4t4fi1Wrp79PToBTrUWpra1IwI699Q+VPGkCRh4FHEkDJhwMBDxNzMjNDAQKwsLRkVF4evlxe5Nwr4bNs2vNzc2HHwIDIT0+805m3VkXzUWj0adQd1hWmITaxwc7RlWOCdq7/iLwdtjBs5Eltra3YdOsS5y5kMDAv9xnYKkUiEva0tnm5u1DU2UtfQgIuTE5PiIlCK7cg4vZMg/yBemTeMzzasJjpqIDaWN1MJ7G1tsbay5K//+pBRcbH9RLGdjQ0mRkbcKC3tM4TFxNgYHw8PTE1NkUqldCqV+Hl53fMcNu/eg4uTIxEhIX2a6orLyxkQHExYUCBikQidXs+M8eN73z+ens5vfvELVN3d/dIpBEHg35u/4Nknn3ggMazX6zmXmUlHVxcLp0//WgkS3d3dtHV08NcPPyQsKIhxCQm3Tb+Amw2m2/btp7CsDBtrK6aNG4e9rS0OdnZotVqycnOprK1l18FDDAgJZkrSmAdq4vuh09rezrbT+VzNzqC54gqWDj4gktCj0zMj5vaTFX+KGKrCBh5VDILYgIFvEalUioerK6Pi4rC1scHdxYXy6irkCgWrNm3GytICnU6PlYXFt1ZBTstvQN6hRiI1QWbphKinE0ttNZUVhYQHBt5TnMlMTYkMDcXBzhZFWxurv/gCf29vLO/Di3s7bKyscLSzI+X4cRqamggN8Cc+1JkVM5KwEbXg5+bIjAkTqKmvp6q2ttdnKzM1xdHeDkVrKw52dv2ul421NR+u/5zRcXF9KpN6QeDD9esZOWwY/t7e7E9NvWdz3clz6dTUN9ClUjJ4wADg5mAJVycnLl+7hrq7m407dlJTX99bcT594QLrkpPR6fR4uLr2G7+cknqcIH+/B/YNv/PJJwT4+BA7ePB9C2tBEDh94QLrk7czbFAU08eN6zN97z8pKa/g48834OfjjY2VFaPi4nB2dEQqkXA17zqdXV2sT96Oq7Mz8dHRDI+OJremi/T8BjrUWjzszX/UXmFBEKisrUUsEvHBuvVkXstBZmrKrsOHMTGzpVlnh5VLCGKxBIlYRKS3LYkDfnyTMr8JBjFs4FHGELtmwMD3iF6vZ39qKrk3Clg4YzrHzqYx8SGPp62Wd/Hi2gtoevTo9QIDvGz5y6IhlFdVYWJizKcbNzFpzOh7+kdv0dLaSktrK0dOn+4dl/0g/GnlSmZOmNBbXdx9+DCVNbU8v3wZK9euZfakSX2mlRWVlbFl715ee+GFfsJLr9eTdvFSH5sDwPYDB5g7eTIikYif/eFNOu1G0qHWEuFlxx/mDsTKrK/3uKK6mm6Nhh0HDvCH557rXZe/tzc3SkqYPXEim3buYlzizQqrIAiczcggwNeXc5czmTtlcp/9HTl9moFhYd/Yky0IAp9v34GNtRUzJ0z4Wtuu2rQZpVrFC8uX39HCoNPp2H34CF3KLmIGDcLD1bW3+bC6ro7TFy4Q6OtLZU0tU5LG9EmHWLk/l9TsWrQ6PUYSMUmRbrw0fcA3Os9HDY1Gw42SEpwdHVm1aRPhQcGYm8moa2hk2rixWJqb9/FQqzU6fvt5BuWNnYgAG3NjPvhZHLYWD398+g8Ngxg28KhzNw+xQRAbMPAdU11XR5dSSVZuLoWlpfxy6VIUra0E+fnds+omCAK1LUqU3T14OVpgYvSVLUDV3UNxfTumxhICXKz6PcpXtLVx+OQpCstKefnpp+8ZtQU3H78fT0/HxtoatVrdzyJwv+h0Oi5cuYIgCMQOGoRUKkWlVrM/NZWEmBiUSiX7U4/z/PJlvfvPys3Fwc4OT1fXfsfcd+wYUomEyWPG9DlG8v4URoxIYsXKI2h0IDU2QyoWEeppw3vLY/vs47W//x0XRycemzYVpy/tLTk3bhAaEMDx9HQc7e3ZtHMX/3z9NUQiEUdPn+bzHTsZOWwYv1j0eB/hqWhrY9WmTbzyzDNf+9oAVNbWomhtRafX91ar70V7Rwdrtm5laGQkEaGhd5z4Vllbyxe7d/PYlKm0d3b2JlR0dHay9+hRwoOCyS8qYmzCyN7r8J/UK5Qs//Asmh5972vGUjFrnhmJm53ZNzjb74/W9nYqqqsRBIF9x44xPiGRorJSLMzNmTJmDFKp9L480Tq9QGl9Oz16AX8XS4ylD5bYotFrATAW/3Ab8wxi2MAPAUNTnQEDjxBWlpY3u/dDQhj15aP/E+nnyC8upqa+ntMXLuDr6dkvv1UQBN7elc2HB/NJvVbDvkuVxIc491Y+jaRinG1k2Fua9hOQIpEImakpEaEhxEdH09rRwd8++phujQYnB4c7Du2QSqUE+vri4epKcVk5PT09pKalEeTr+7V8xmKxGC83N1RqNR9v2EBibCxGRkb4eHiwcecuxo0ciVQqoaOzEysLC6RSKa5OThSWlvLF7j0Mjx7S55yC/f2RiMV9RjurNDp2Hz6MTubGlTIFlXknMLWwR2wko6ldzaKEAMT/sY/6pmaa5M00t7T0Vq53HDiAs4MDOTcKOJ95mWB//16BuuPgQWZPmoi8VUF05FeZyK3t7Vy6ms3SuXO/9s2CIAhU1tSwZc8epiQl3bXp7RZyhYKPN2wgwMeXiJBgBoSE9Pv+BEFgf2oqqWlp+Ht5kRAbi6uzE65OThxPS2PPkSO4Ot38d0RoCBGhIZib3V7c5pZUcSyzgIrc4yCAqaUDJkYSEsNd+8T7PUrcuq619Q1cvHqVLXv34uvlxfaUFOxsbYmOjOwd8z4wLIzQgAAkEsl9f39ikQh7S1McrUyRPEBToVbfw58r1vNW5QY2Nx6jVtNMnFVEn7/THwIGMWzgh4LBMmHAwA+IipoarCws+Gj959jb2jJ5zGh6enSUt0t5b19e73Q3kQgCXa34+Kl7JyrciVuVsktXs3np5z9Dp9fftkr4n1zNy+NGSQl+Xl4E+fndsTJ5N46dOUtBaQm/XLIEiUTCvmPHqK6rY9bEifzto4/5n+ef621KzC0owNLcvJ/FpK2jg7988C/e/O3veGNrFtnlLej1OjwtNDR2m1FTcoXOlkq8o6ZhYiQm5X/GIxKJ0On0KLo0nDl3GhdHB0QiEXGDByMIAm99+CFPL1mCXq/neHo6cydPRiKRcPjkKQpKS4kKCyMxrm+l+Y/vvssLK1b05lkru3s4e70etVbH0ADHO1ZRq+vqWLl2La/86lf3HHUNN+PgLl3NRmZqwoCQkH7+ZYC6xkY27drNhMQEBEEgMjQUkUhEZW0tG3fsZMKoRMRiMVFhYXeshAqCwNW86xgZSTmbcRGdACfqXOhQ9XDrx8LKzIjNL41CZvz9x61pNBryi4uxtrTk6Jkz1DU2smLBAlLPpjE8egiBvr6PrN95bd1+djSdpFu4WSE2ERmz2Hk8i5y/nmXm+8Qghg38kDBYJgwY+AHT0NzMkVOnKG2TkXz0DBIjE3Q9WhAE/CJGsf9/JjyUH/zW9nbWJ28nNDAABzs7QgMCequvt6Oqto6NO3ewdO5cdDrd1/ZE5xUWotfrMTUxIdDXl+uFRag13Tg7ONDW3oGA0OtdPnnuHDk3Cnh++bI++7hRXMzuTDlnC1t7H+lXZe8nMm4GitZWaksy8R4wimcnRzAl2pPC2jZe2XCJbq2Owos7GTM4gP99agmebq4o2toQiUS8v3Ytw6Ki2LpvP5+/9y6CIDDtyWXMnDgBf29vRg8f3nv8lNTjTB4zuldcdqi0PP1JGm1KLXpBQCwS8Y8nhxHiYdO7jSAI7DlyhIiQENycne96jQFq6uvR6fXsPHiQpXPmYG9r2+8zx86c5WpeHgtmzMBMZoq9rS2CILB261ZaFK2sWLgAUxOTO1aBb+0jp+AG4xMSKCwtJWZILMVNaowkYhytTHlrZza1CiWutma8MX8QPk6W9/iGHz6t7e1k510nLCiQTzZuxNnBkbghgympqCB+6NB73sw9KnR3d1NRU8Pb8s1cOn+V7kYl7nP9EYlEDDIP4p8Bz33fS7wnBiFs4IfIt2aZyM7O5uWXX2b27NlUVFTwy1/+kl27dnHt2jUSExPv+SNtsEwYMHBvLMzMGBgWht7IgvwWc0RGZsgsHFDU5WNtouPMyT20trfTpVKh0+mwsbZGEAQyipo4k1ePorMbL8d7J1yYmpgQO3gwAT4+yBUKNuzYgZe7O1dyc/Fyc+tXUbS2tGRkTAwSiYTklBRa29qRyUyxtLC4r/NysrfHztqaDTt3YmNpRWhgACbGxvx91SqmJiWxadcu7GxscLK3x9fTEzdnF8qrqvo0rTnY2fGbv/2LHokFgl6PRtWGma0H4Z62LBwTSUVRJqNCbXhySjw6nZ6nPkmnXaVFpxeQGJlRXFFJTLg/vh4u7Dx4EDtrG5pbWtD29PDE3DnYWFtzJSeHETHDCA0IYMh/WCVSUo8DN+0bt9h6toSLxc1oevTo9AI9eoGiunamRt/MeNbpdGzZuxd3V1eiwsLuGqfW3NJCXmEhh06dIm7wYEbFxfURz3KFglWbNyMIAg52tsycMAEzmSmVNbWsXLsWSwsLRsXFMSY+HjOZrN/IbqVKRU5BAZ9s2IittTUW5mZMGzsWFycnLO3ceG7tRdLyG0jLb+BSSTMf/mI4y5OCmRnjjY35t99AVlFdzdmMi5jJZLy/di3tHZ20tbcjIODn5cXYESOIjozE2dGR0ICAu4r97xqtVktVbS1KtZozGRlsTzmAv7c3769ZS3VdHRqtlutFRbRZqWhxVGI90AGRWIQEMZEWAcRbR977IN8jBjFs4IfKt2KZWL16Nfv27UMmk5GcnMzTTz/NsmXLiImJ4fXXX2fkyJGMGzfurvswVIgNGLh/bnmIz15vQCoRYWIkYeXyWLTKFk6eO09IYADvfPwJsydPYsvRiyhwxtwpEFNjY4aHOPHqnIFfu5Ks0+k4df48AM0KBWGBgUSEhNzx83uOHCH7+nV++9RTyExN73toQ2dXF6/94588v+xJfDw9uZKXx42iYsYmjGTP4cP8/PHHEYlEHDp5krqGRpYvmN+77cvrznE64xLmDn5UXNmL75DZtJWc5NM3f4u7lYiVa9bytz+8SnO7mifeP013j54OeSXyymwcXH3581NzGTvYl8OnTuHj4YG5mRl/Wvk+773xOmYyGWPmLyBp5AiWzJqFj6cnANnXr+Pk4ICrk1Of83h3bw4HLldSfT0V54A4jE0tcbQyZctvRrNlz15a2lp55okn7nnNbwndXy1dCsCl4mZqW5T4OVvS1lDEiXPneGrxYkQiEY52dnR2dbEueTsajYaXfv6z20a1CYJAQUkJ1lZWfLZ1G65OTiyZM/u2ovzl9Re5Wi7n1q+DVCJibpwvPxsXfF/f59dBr9dzLT+fxmY51laWHDl9milJSdQ3NuLm7EJUeNgjZ3nQ6/XUNTai0+uprK4m/fJlFs2axbptyTjY2ZEQG0NWTg7x0dFYW1lhbWl52++kUaPg6cJ3ei0TZmJTVgX9Djujr29D+q4wiGEDP2S+FcvEkSNHCA4O5ne/+x3JycmMHDmSM2fOIBKJSE1NJT09nTfeeOOu+zAIYgMGvh6CIFCnUNKl7p8ycev98rpmFvxpM83VeZjZeNBSlY1P5FiWJ3oxa+wI7Gxs7rD3u9OlVJJy/DjREZGkHD/OY1On3DFvt7C0lHXJySyYPp0BwcH31YB36zHyjZISpo0dy/G0NHw9vSirqsTBzo4BwcFIpVLaOzrIzMnptS7Utij5+cqDVBVnYuUajtRYhqqjCalIz2/nDKO+Mp/Fs2dhYipj5lupaHr0VF47SI9GjRgdu/71FpF+zuw8eIjC0hJ8PL0oKivl9RdfpLaxkbwbBUilkt7jtbS28vZHH/P2q6/0E/zHskr5v40n0OpFmNtywfDPAAAgAElEQVS4YSwVM8zblBG+Yvy9vfG9yzRARVsb/1z1b0bGDGN8QkKvCHx3Xw5HL5dSU3QecxsXZo6M4HcLRlNRXY1K3c3WffuYN20qA4L7i9VbEXWVtTV4urpRU1/PlLFJvaO177SOX36aRvblkwiCHo/wm4WNxHAXXps36I7b3Q9KlYpLV7MxMjaioamJa/n5/GzhQi5lZzMoPPyhRhE+CIIg0NzSQpdSSWt7O8fT05k8ejRHz5xF3a1mwfTpHDt7lmFRUbi7uGBhZva1R2rfolOn5HJHASIg2jIEc8mjO97NIIYN/ND51jzE1dXV/PrXvyY5OZkRI0aQlpYGwPnz59m5cyf/+Mc/7rq9QRAbMPDwqWzq5Jl/n0Ol0dHWUExTRSbWtq7E+MpoqK/k8ZkzuHY9nyfnPYa3uzvGxsb33ul/Ud/UhFyhICPrCsbGRiycMeO2olcQBP7ywb9wdXZixYIF97XvS9nZZF+/zvL582mUy3n7o49ZsWABn23bxusvvoCttTU7Dx5CLBYxa+JE4KZ3d9pv/oHYLpzyqyl4RUykU17BxIQR+BmVodVqeWrxIk7m1PKPPTl0NpchiI2wVBWy/+O30Gq1vLdmDVPHjqW8qoqhUVHY29gwaelS4gYP4Y+/fgmxWIxGo+Hq9etEhob2S3Yoq6zk/c/WERU/m+0ZtWh79ET7WUHDRWZOm4evqx2O1v3FzvXCIjbt3sXzy5dja2XVR1jtO3mO332wCafARARBj0gsQaTrZnqQFmcHGxbNmtWvenor4u7IqdOsWDCf4vJyRgwdekfBptPpOHjiJHKFgkA/Xy5dzUZh5MfFCjVf9m9iYiTmlxNCmTr0/sd7NzQ3cz4zk2A/P06cO0dbezsrFi7kRlExkWGhvU2I3xftHR3IFQp0ej2HTp5k6MAo8ouKqK6rY/mC+ew9epRBAwYQ7OeHsZFRb2bzTxWDGDbwY+A7EcQJCQmcOXMGgNTUVM6dO8frr79+1+0NgtiAgYePtkfP4pWnaOns7n3kbWEq5Tdj7ckvvEHsoCjefG8ljvb2ODk6UlxWyu9++SvaOzoYNijqjhFsd6KorAyJWMy65O3MmjTxtjm6Go2GU+cvcC7zMs8tW3bbxrD/Zu3WrRgbGTFv6lTqm5rIuHKFkIAALM3N8fXyQqlSkZqWxvQvrVkvrr1A6vEUzG3daSy9hL3XQAKdTfnl5ChKKipYNn8ecLOivHrbDvLzrzJr3GjmT5uGUqWiorqaMxcvsvPAQQ5t3MD5K1c4fjaNyNCQXuH95nvv8cTcub3WiVukXbyIu4sLHq6uGBkZ0SSX884nnxIWlciOK11IJWK0Oj1PTQhhxrCbI34vZWdzJTeXCYmJuDk791oXVGo1n2/fgZODPRJzZ1buz6Ho8n5sPSLo6e7EM3AYa1+ahKfDV17t8qoqzM3M+Ne69YQFBTJp9Og7TkaUKxQ0NjdTVF5OVk4OP1u4kPqmJqLCwnof66s0PfxxaxZXy1oQgKlDPHluyu2tC4IgUFhayoWsLMaOHMnarVvxdHVjZMwwupRKQgMCvtFN14OiUqupa2jA1NSUfUeP4e/tTXtnJ9cLC1m+YD7JKSkMCApmaNRABEHAxsrqkbNmPCoYxLCBHwvfiSD+bw9xbGwskydPvuv2BkFswMC3Q428ize3XaGquQtnG1NemzcIf5evfIk6nY4upZJDJ09xNiODiWNG89nWbZgYGzN6eBw19Q28/PRTmJqY3HF0sF4vcPp6PTXyLnydLYkNdKCjq4vtKSnUNzbxyjO/QiqV9hEZSpUKpUrFu6tXM3vSpD55vrejsLSUhqYm/H18OHc5E2dHB1LPpjFjwngGDxjAF7v34O3pQXx0NOk3GnhtXSpNNUV0KarxDE3gxanhDB/gzZ/eW8kff/1Sb5TbR59/TkdnJ2VVVax6+20+3bgJMzMZJkZGODs6Eh8dzW//78+Mjh/eOzXuSm4eft5e/ewGp86fp7SikuUL5iMIAtsPHCAmKgpTMwuWf5RB938NtHhmpCUu9pY0NDUxPiGh9/rm3LjBjgMH+cWix1EqVXy2bRu1TU1ca5RhbO2Ohb03IpEIG3NjNr2YwLXrebS2tdOp7ELR1saC6dNv21im1+s5ee4c6Zcv8+S8eew+dJjxCSPvOdoabgpjiVjUO3hCEATSL10it6CQ8Qkj2bR7NzGDBuHq5IS1pSVe7u7fmajUarVU19Vha2PD7kOHsbayxMrCgvOZWcyfPo3UtDRcHB0Zn5BAl0qFk729QfB+Awxi2MCPie9EEJeVlfHaa6+h1Wrx8/Pjz3/+8z19gwZBbMDAo8Gthiu5QkFtQwNrt25jQkIC6ZmZ+Hh4MHnMGBzsbBkQHIxYLEYQBP68/SoZhU109+gwkUqYONiDZyeHAV+JlbVbtzFu5EiiBoT3EZI6nY6ahgZOnTuHmcyMWRMn3PH/iy6lkpVr1vLssicxNjLiD3/7G08vXkxWbi4LZ8ygobmZC1lZzBg/nvMFDWw4epVWeS1tlRk8s+gxLMzMEQSB0srK3mY8uULB7sNHMDY2YumcOaxP3s6QyAg+37GDny9cyP7UVC5eucL/PP88A8PCSLt4kfziYn7++OO969JoNPzz3//mN7/4BcbGxnQplWRey0Ev6BkVF0dFYwfPrj5PXcV1erRqjEzMsbS0YlqEGS8snoNYLEar1bJh505MjI0ZFB5OTX09/1j1b5bNewxLCwsmJCZSVN/Jm9uu0NLRjbirglDrVn69YinZedcZEz+8nwhuksvJ+jIZJDklhaT4eLw8PHB3dr7vYSp6vR6NVsuhkydRd3fj6erKiXPnmDN5Murubvy8vL51y4NOp6O2oRFbayv2Hj2KXq8n2N+fI6dOM2nMaHK/9HbPnDCBlra2r3V+Bu6NQQgb+DFiyCE2YOARpFOlJbuiBalYxCBfe4yNHp0fc0EQ0Ol0bNq9m/KqasICA3h39RrGjhyBSqXC0dmTU3VOaPU3K24ikQgjiZhNLyVib9l/wt7WffsoLC3l2SefRCQS9Wnsy8zJwcLMjBPp51gyZ/YdvZoFJSWs2bKVXy1dSktbK5ezswkLDGRkTAxrt25l7IgReHt4IAgCv//rW0RHRtLc0oKHmyvq7m4szMx6Rz3vO3asd5vnli3jdEYGB1KPU9fYyNq/v8O2/SmMGBqNr5cXNfX1qNRq/L29eyuMKrWa85mZ+Hp64uvlxf5jqVzJy+W1F17o/cyZi5d5fVsezQ2liAAjE3NcvCP5/IVEWppr2bJ3L4tnzaKyppYNO3diamLC3CmTGRoV1Xvz0CiXo1KrWbtlK8OjowkPCsLdxblPM59SpaKwtJR9x44xe9IkruTmEhkaysCwsPv6rrVaLYr2dg4eP4GnmytNLS0UlZbx9JLF1DU2EuLv/61YHgRBoKmlBXOZjCOnT9Pc0kJCTAzbUw4QPzQaeWsrHR2dzJ48CXmLAk831+/FevFTxCCGDfxYMQhiAwYekLKGDlIuVyIIMGmIB4GuD1Ydq1coeXb1eTQ9OgQB7C1N+PAXw7EwvXMu7fdNVW0dUqmEVZs2c/LCZdpMfKgpzMDMxg2dRolvxBh+P3swE0dE39Fm0SiXs2HHDmKiojAxMWFgaGhvs1dZZSUdXV1kXLnC5DFjcHdx6bd9R2cnLa2tZOXkIm9VIJPJuHY9n9deeJ7i8nIampuZkJjY2/z2wbp1/GrJEgRBYOOu3bz96ivYWFmRlZvLtevXySss4n9feJ6PP/+cQF9fXJycSElNJa+gkHXv/hMzmYw/vP03/vaHV3vXmVtQwPrt2/nbq68ib23l0IkTTB8/vrdiWtvQQGFJKWXVVZy4eI1StSv2boFoe/QMtKzGx8GUYH9/yqsq2bBjJ6+9+AL+3t69Yj63oOBmjvSVK2i0Wp5atKjP9WyUyzlzIYOYQYNYu3ULwX7+TBs3FjOZ7J4xd+rubsoqKzly+gwTEhM4dOoUIpGIJx97jPbOTrzc3B6qraC1vR2xSETGlatcLypizuRJrNuWzICQYMxkMkorKpk1aSLtHR24u7g8UlnCP1UMYtjAjxmDIDZg4AEoqm3jpc8y6NbqELjZcf/3J4YR5nnvxrA78YdNl7lc3IT+P3JeZ8V489SE0Iez6G+ZLrWW+e8cpqrkGvqeblTtDbTV5TN/QiK5hTeYP206Gq2WedOm9svqvUVmTg7Hz6YxZ/Jk6poaGT5kCGKxmJbWVo6cOo2ftxdmMtltc49Tz54FIG7IEN5f+xkxg6KICA1l75EjPD5zJuZmZhw8cYKSigrqm5owkkqxsbIiMS6OQeHhNMrlvPDGG/xqyVIiw0JZ/cUXHD55iq0ff8TuQ4cZGjWQgWFhFJSUYGdr2zsBLe3SJZwdHPD39qato4PtKSksmD4dK0tLBEHgg8/W0aJQoOru5rlly/B0cyW/pJzVW5OZkDACeXMjOw8dJNDXl6cWLcLH0xORSMTp8xe4mJ3NtLFJZOfnMyExsXckdn1TE2KxmE82bCAyNBQXJycszMwIDwq6owDW6/Wo1GouZWeTdvEygkMkew/swdPTl9eWTcfPze4bjdz+b5QqFRqtlvziYrLzrjN9/DjWbNmCt7s7gX5+XLqazdSkJAQEHOwezjEfFWpblLyxJZOKpk5sLUz438eiiPC+9wjuRxmDGDbwY8cgiA0YeADe2JJF+o0GADSqdqQm5gwLdOLtpcO+8T6X/+sMlc1d6Ho01FxPxcTMltiBYfiZNTN9/HiUKhVmMhkh/v6IxeJHshmotKGDv2y/Qr1ChZejBc9N8MXZRsYb/3yX9o4OZDIZGVeuMDg8HD0Cr7/4ImYyWZ9Jc3Dzkf2xs2extrKirLKSoQMHEuzvT3d3N8kpKQyLiqKmvp7Rw4f3uQ6CIPCnlSsJ9vNH29NDzo0bzJ8+jfrGRizMzEmMi6WkvIL3133GklmzKa+pJif/Bn/67W8oLi/n57/7PbGDB+Pj4UF5dRXuLi6UVlRSXl3Nzn+v4qPPPydm0CCGDhwIQHJKCgAzxo3jjXffY8qY0YyMiaGto4OVa9ag1fZgbWXJ88uWYWJiwo4DBykuL8fZyZHGpmZOpKez8s0/4u/lhU6vp6SiguT9KUwfPw6pREJ4UBBGRka0trdz9MwZXB0dKamoRKVWs2z+PIyNjG4rgFVqNYIgsPPgQRrlcqaMGcP2lAOMT0zAw9WVj45WcLXi5mhrkQjMTaSsfz7hvqbNaTQaOpVKaurruXj1KuMTEtm0aycW5uaMiY/n4ImTjBs5AisLCywsLHC0s3sk/1YfNjq9wNL3T9PYpupNcpEZS1j/fEI/y9APBYMYNvBTwCCIDRh4AH6/4SKZJXIA6grTQNAzeOBggmS1JMTEUNfUSHFZOcsXzGd7ygGC/HyJDA2lsVmOr5cn5jJZv2lg7+3L5Vh2DZovEwhMjCSsSApkWrQHPTodBSUllFRUMjx6CGu+2EJwgD/2NjakX77MvKlTuXztGrbW1oyKi6O9sxMne/tHrqGovaOD9MuXcbSz44/vvUdziwIvd3fa2tqYOHo0fl6eTElK6mMHaOvo4PCpU0QEh3DqwnkemzIFBzs7Us+m0SSXM2hAOP7e3n28pHWNjZzJyKC6tg5zczO83d1pkstZPHs2XUolv//rW3RrNLg6OaHt0fb6fPcdO0ZVTS1qTTdikZgBwUFs3rOX5558gpDAQOQtLYQGBqJUqVi1eTMvLF/OvmPH8PHwINDXF3V3N59s2ICZzIxgfz8iQ8OQSiWsT07G3tYOtVrNmYsXSYyN5enFi6isqcXU1ITNu3ZjbWXFsnmPYWRkRG1DA0ZGRmzcuRO9Ts+i2bNQtLURGhDQTwA3yeUYGRmxLjkZF0dHnOztuXztGgtnzsRIKsXF0bGPINX06Jjyp0N0tTch6HWY27ojM5bw0vQBjIlwQ6fT0d7ZiaK1lXOZmURHRpKalkZbewdL5s5hy549xEdH4+nmhkQiwc3Z+b6nD/5Y6OnpoUuloqGpCWdHR7LzrlNR18T6jE5qSi5jZuWMnccAzE2kvDpnILHBt38i8qhiEMIGfkoYBLEBAw/A6dw63tlzjW7tTfFqaiThuSlhTBjUd6qWIAi0dXTQpVQiCAJXcvMI8vPlUnY25VXVLJs/j8+2biPA1wcHe0f+b+0e9NYhqDqaiPJz5P0XF9DY3ISTg8M9hwA0yuU0NDXhaG/P/mPH8HJ3R93dzbXr+SybP4/1ydtxd3FhXMJIyqurCfH3x87G5nsTMzq9QHObkuamWj5avx5He3sOnjiORCzB28ODiNBQlsyZjbuzc69ArqqtQ92t5vCpUzg5ODBv6lTyCgvZtm8/zy1fhpFU2uvblSsUbNy5i4mjEtm2fz+RoWHIFS1EhIRgJpORvD8FH08PKmtrWT5vHm7OzsTNmMknf/0LmTk57Dx0mOFDBuNgZ8eExES2pxzgf55/Dq1Wy56jRwkLDEQqkVBeXc3wIUPYffgwxRUVTB83DlMTEyqqqzmRno6JiSmW5mZcLyrigz/9ifziYopKSwnw9aW4rIzp48djaW7O9gMHUKnUBPn7kVdQyIwJ4/tUzvV6PbUNDXR3a9i2fx8jhg6joqaa9s5Ols6Zg06v72M/0Gg0NLW0oFKrOXjiJLGDB3EtP5+q2jpO1NjTUluATqfF2tmfns4GBnlIefPZFaxP3k5UeBgDw8LQaDR4urnddpTzD5Vb1hFtTw+VNTU42ttTUl5ORU0N4xISWLtlC97uHni5u3Hy3Hmmjx/HucuZNLe0sGLhAtZu2UpEaAhuzs6UVlaSGBtLbUMDYrERv08uRqvtQSw1RiQSYWok4Z0nhj6Qleq7xiCGDfzUMAhiAwYekMNZ1WxJKwEB5sT5MP3L4QoPSruym4amRtrbW/H19OTQyZM42Tug0+u4dDWbx2fOZPeRw4hEImaMH8+ug4eIHzYUM1MZXSolg8LD6dZosLGy6id2lSoVKrWaq3l5uDo5k51/vbeS/dnWbXi5uxEeHEx+UREJsbEA2FpZYXWXsb7fhKK6Nl7ZcBm1pgcB+M30ASQNdEej0ZCVm4tIJOLFP76Jpbk5irY2gvx8iQoLZ8b48QT5+yEIAsXl5XRrNCTvv+nZdXV2YtWmTURHRhI7eHDvDcSp8+fZc+QIFmZmyExNCQ0MYvKY0Xy8YSMn09MJ8PFG26Pjwz//H8NnzmR8QgJ1jU0MDg/jg3Xr2f7pJ6g1GiJDQsjMyeHI6dMkjRjBoRMnefFnP6OxuYm1W7cxMCyMEH9/jp49Q3VtLT5eXhSUlPD4jBlYW1lx4PgJnpg7h+LyCny8PFEqlVTW1pKVk8PPH3+cjs5Ogv39EYlEKFUq5IpWKqqrOJ6ezuJZs9l16BC+Xl5MSRqDRCzG2NgYnU5Hp1LJ+cxMbK2tqaqtI7+oiMemTWXLnj3o9QJxQwbT2tZOcUU5y+bNZ8OOHRS3iKnWOtPV1YGFtQOONpaseWYEMuPbNz4+SqjUajq7ujAxNuZGSQm21tbIFa3kFRYwJSmJNV9swdbGmsTYWHYfOkxCTAy1jQ0Ul5WzYuEC1m1Lxs/bi+jISPIKCxkUHo5Gq0UiFuPl7o4gCN/4BmDr2RI2nS5BpxeQSEQMDXDg9XmDfjCWEYMYNvBTxCCIDRj4kdDd3Y22p4cmuZzSykoGR0SwefdupBIpw6OHsO/oMUbFxVJZU0tJRQUrFi5g39FjBPr6EBoYSEtrK97u7pibmfWOIq5taMDC3JyLV69yo6SE+dOmsW5bMqGBgVhZWHDx6lUenzmD0spKHO3tCQ8KQiQS3Ve1Wa8XmPePE7R2aXpfMzESs+qXI/Cw718Fv5qXx7ptyXi4urJq82ZcHB1xdnRgyezZJMTGYm1pSadSyefbd6DRanhxxQo2795NVW1d7yAQuUJBTX09G3buxNbaGkEQmJiYyOmMDM5cyLhZMdTpuHjlCjKZDJVKhbenJ49Pn0azQsEbL71EaWUlXV1K0i9f4vnly6mur+eTDRuQSqQMjhhASupxpBIJA0JC6Ojs4FdPPMEnGzYS5OfLhMREzmdmkZWbw/IFCzh6+jRJ8fH4ennRKJej0+k4mX6OovIyVixYwBe79zAiZhiDwsMxkkqprKlB1d1Ni0LByfPnmTZ2LEdOn6akspJxI0fS3NJCTV09i2fP4uiZsxgZSVk4YwZVtbX4enpiaWHR55oKgkDK5SoyS5pxsZXx+Eh/rMy+m/iyto4OWtvacLCzIysnB9mXSRjnMzNJio/vtWcsnTuX9cnJRIaFYmJs3HszeOjUSawsLBifmMjVvDwCfXyRyUwRBAFnBwckEsn3KkBzKlooqm3H2UbG8BAngxg2YOARxyCIDRh4yKi6eziQWUVLRzdDAhwY4u/wfS/ptuj1epoVClRqNQCZ164RHhRE+qXL1DY09No4ggP8cbK3J+3iJR6bOoWisnJMTYyJHzqUhqZmHGxtKCqvoFHeTLCfH5t27WZo1EC6lEryCm6Owt116BBBfn4MHTiQTqUSV0dHOtR6Fq08hbZHT2dLFS3VObj5RrEsKZjRg/zwcHG5a1JCTV0dJ86dY+WatXh7eJBfVMSo+OEkDY9n3MgR1DU2sXnPbqaPG09Pj5Z9x1JZNu8xgvz82HnoEPKWFi5fyyExJgYLC3N+8cqrDIqK4te/+Q1Tp05FKpXS09NDSkoKH37wAXl5eSyYNo1gfz8c7Ozp1nRz4PgJ7G1t0Qt6snJySBoxgrqGRoYPGYyVpRU5N/LxcndnSEQEW/ftZ8KoRPy9vGjr6MDJwYFPN27E3MyMxNhY0i5dYuyIEchkMnQ9PRw5fYbQwEDyi4o4n5XJ6LjhVNXW0tDczLypUygqL0fR1sby+fMpqajAz8urT4bzt4UgCOj1elrb229mObu6cu5yJiIReLi6cuDECWIHD6asspKyyqo+Tx2C/P1JPXOWyUljKC4vR6PRMG3cOK7m5eHh6oqDnR06nQ4bK6tHzvf+U8Aghg38lDEIYgMGHiIqTQ9Pf5pOU5saTY8eEyMxT40PeWg2iu+TW0KosqaGRrkcXy8vDqQex93FBW2Pliu5eSyePYtt+/djbGzM5NGjSTl+nBFDh6LVamlWKAgLDOREejqDwgeQX1LC37aewcEvjobic5hYOGDr4MlYfz12FlKmJiWxcecuAnx9cHVyIq+wkOnjxqPX63BxdOzN/r21trzCQnYePER9YyMHT54gyNcPM5kpf/397zmflYVcoWDJ7Nn8a/16BoaFMXn0aF56802Kysq4UVrKpk2bmT59+h3Pf9++fSxdsoRZEybQ0dWJqbEJZdXVWJqbE+TnS0trG88vX8aR06eRK1pZPHsWV69fx8zUlOHR0azatImIkBDMzcyorqvDwdYWezs76hoaOHrmLEMiIigqK6O+qZFZEyfR3tlBY7OcFQvmU1hWhp+X1x1j6r4OOp2Obo0GpUpFTX09nm5uXM6+RktbK8Ojo9m8axeRoaEIAlzJzWXp3Dls2bsXUxNTJo666aEeGTMMvV5PU0sLExITyS8uxtHODncXF/R6PWYy2Q+mImrgJgYxbOCnjkEQGzDwEDl6tZoPUq6j1urQabsBMDczZd8fxv/kOvDh5mjlHp2OhqYmSisrGRYVxec7dmAukzF0YBQfbdlDfrst3Z3NdLY1Mm/KFDSNVxkaGUllbR0VNdU8++STbN69Gx9PT+ysrTly5gyOdvbERw/heHo6CTExSMQSOrq6GDdyBCKRCAtzc7q7u3nzvZUcOX0aRzu7m41PcbGYm5kza+IEruTm0aXsYu22ZFatXt0rhhUKBSkpKeTfyMfD3YOFCxdia3uzGWrfvn0sXrQIexsbpo0bR2FZGb4eHsybPo0dKSk4OzqSGBvLoZOnGDxgAIVlpegFgbKKSgJ8vOlSqjiXmcljU6fQ0dlJc0sLP1u4kLqmJtycnPD28Ljb5UQQBFRqNeru7l7/tJuzC4WlJZRVVTF17FhWb/4CP28vvN3db9sMtj45majwcFydnKmsrSFuyBCa5HLMTE3xdHMDuOPwFAM/PgxC2ICBmxgEsQEDD5E9GRX8++gNND165JXZqDubcfYbylj3BtydXQgPDuLo6TOMT0wgr6CQmvr63kfKfl5efTraz2dm0dzSwvIF81m7ZSshgQHY29hw7nImc6dM5uiZs3Qpu1g0ezabdu5k0IAByExNuV5UxLSx40i7dBFjI2Pih0ZzISuLQF9f4GY8102xVoaZqQwPVxcampux/1L06XQ6bK2t6dZoMDYy+taTBeoUSkobOnCyNsXf2ZK6xka0Wi06nZ5L17IZFB7OqfMXaJLLWTJnNh+u/5yBYWGUV1WRfT2Pp5csZe3WrXi4uhDk58e2/ftJio/HxNiEkooKHpsyGW1PD4q2NmobG/li925aWttwsLWlUS4nKCSEk6dO9a7Hy9eLqvKq3n9b2VpRcL0Aly+n440YMYKaykpWzJ+HtqeHorIyHOztKSmvwM/Lk6zcXKYkJaFobaWltY0nHpsLAthYWxHg40NbRwedXUosLcy5dj0fR3s7mltauHbjBrMnTWLtlq29zWB7Dh8hISaGmob63mawL/bswc/Li6iwMIrKywkPCkKn12MkleLs4PDIZlMbePQwiGEDBr7CIIgNGHiIVDV38vSn5+jW6gAwkogZ7G/PXxZFf6vH1el06PV6tD09KFUqLM3NaZS3oNP1YG9rS1lVFbbWNqi71dQ3NhIZFsb5zEyMpFIC/fw4d/kyIf7+NMlbKKmoYNakiWzatQs7axuiwsP/n737DIyqTPswfk2fJJPee68kISGBkEACoQZQOgpIWQvqquiKW8Sy6rq6dhBdlSK9hiYQQOm9JEACpJNGeu99JjPvh2jWvFKCUvX8vjFz5swzkwD/eeY+983ugweJHhBBbn4+eQWFXSHe0c4WH+EvIBUAACAASURBVA8P9h87Tkz0YC6mplJSVt51v7uLMw42Nhw9c5ZxI0dwIj6Bqpqarvt9PT0xMzHmQnIyE0aO5OS5c2i1WmKiozl08iSerq7If+zH27d3b9Kzs1HI5Xi6unK1sBDzH2tmM3JyEEskWJmbs//YcdxdXMjKyyU18wqPPPwQ/174OZYW5ni7ubFt7/eMj4khMyebUxcSWb58OePHj+96LydMmYCxoTFTJk3h4wUfc/TgUT777DNefvllALZv386fn32WyNBQCktLGDN0KHKZjILiYmZMmMjxhHjqGxqYOWkyqzZvJsDXB4VczrmLl5g+fhyHTp3CUKViSEQEqZlXcPmxH7VYLL5mRxCB4E4QwrBA0J0QiAWC2ywpt4oFO5NpaFHTx82cV8YFoKcQvoK+Ho1GQ7tajUwqpb6xkXa1GhMjIwpLSjDQ10fT0UFpeTmujo4kpaQiEoG1pSUpGRmYmZpSUVlFc2sLTnb2HD17BgszMwz09Mm+moetlRW5BYWo9PUxMTLiUnoa1haWNDQ1UltXz+5Dh2hra7tuicBjsx9j/er13QKxRqNBqVRScPYMGTm52FpbYWFqikgkQk+pFHZnBfc9IQwLBL8kBGLB715Hh5bVR7I4m1mOmaGS52J8cbC48XCLPxKdTodOp6OtvZ2W1lYMDQwoqahAKpEgk0opKi3F3saGgpISauvq6BMQwLGzZ7EwM0NfqSQpJZWosH6cSEigqraWKWPGsGJTLAG+PugplSQkXWTquLHs2LcPrVbHpFExrP9uByGBAWg0HVxMTWXWlMms374dfT19RkRFsmX3HsJD+lBTV096VhZPTH2UtVu3YW1pQVhwMMfj4+kXFERNXR1VNbUMHTiAs4mJmJuaYm9jQ2FJCc4ODrS0tNDR0YGDrS019fXoK5UoFQpEIhGNzc14RQ2ivqHhmu/L0mVLeXrO08jkMooKi7D82XAMPT09YqKi+Mfzz5GZk8vAfn2xs7a+Wz8ygeBXE8KwQHBtQiAW/O598t0lDieX0KbWIhKBvlzK8rmRmBsq7/hz63Q6NBoNWq2WDq2W+sZGjFQqKqqqaGpuwdnBnpTMzK7JYjn5+QT16sW5i5dobm1hYN++xB04gJebG2q1hvOXLzFt3Dg27fyxk8OQaGJ3xREWHExDUyOpmVe6ao7NzUyJ7NePHT/s66pDzc672lWuYGttRW8/P74/fKRral1FVRWPPvwwew4dwsHWFkc7O9Kzswnq1Yuyigra1WqC/PzIysvD1MQElb4+Tc0tWJiZolarkUgk6OvpAdy3O6UXkpPZHBeHTqvji5Urr7lDvHr1ambPng3AqVOnCA8P77pPo9GgUCjYt3YNWh3sPXIEL1dXLiRfJiM7h789+wxfr1lLgLc3syZPprWtDU9Xl9/VlDfBg0kIwwLB9QmBWPC7ptPpiPnXD3RodbS3NtBQkYuhsQVjQ2yxVDQxasgQNsfFoadQ0r9PH7bt3Utkv36UVVWSmZ3TFR6tLS0ICQxkz8FDDBk4oHPEa2FR9x6rbu4cOH6cUUOiSUpJ6aqlXb1lC15ubjjY2nIxNZUhEQNIy8qita2NYZEDOZuYiL2NDSp9fSqqq/F0daWiqgqJWIy9jQ21DQ0Y6Okhl8kQiURIpdL7Nmzej3Lz8ykpL+fdzxfRL6g3l9PSKa+qQq1Wc7W4mJWrVnWrId6wcQPTp00H4O233yYqKgp/f/+uHeLt27fz3jvvsPnrr3h2/nwsTM2YPHoUDU1NjBw8GGNDQ2rq6igsKeFqYVFnL+Rhw4k7eJCGpkZeefpp1mzdxtABAxg5KAqpVHrbJwAKBD8nBGGB4OaEQCz4XdPpdIx69wc0HTo07c20NlZhaGjCE8O8GeBjiY2FBY3NzSgVCvSUnTvGQth8sLW0trJr/37qGho5dOoktpZWiCViLMzM2XvoIPUNjRSXleHp6kpIQABZJSUcPHSo6/GO7o4U5hR2O+dL815i4acLARg8eDC93dz44LX5Xb8rSSkpLN+4iYmjR7Fs/QYcbG345481xz/tmAM0t2n4ZNsFjp9LwkhPgo9ZM4lJ53hm5gzWbN6CTCZl7hNPcPT0aYYOHEiAT+cFecKFdoJfSwjDAkHP3CgQC1cBCR54IpGI8WHO7EooAPQxttDHUE/O6P6+GP84otZMfndG1QrujPb2duoaGli1eTOFpaVYmptTXVNL36DehPj7k3Yli3a1mm179qIy0CfY35/FH36Ai4MD//z0U+Lj49m5c2dXH+I3X32TjMyMbs8xcfxEoLMP8ZWMDP4y4zHSrmSh6dAQ6OtLUK9eLHr3XwB4uLiQnpXFnsOHWbpuPbOnTMFATw8bK0tiE1tJLaxHp3KkHkhulbL2v09jZqhg3PDhqNVqikpLMTMxoaauntc/+pjUzEzmzZnD12vW4GBrw1PTppF99Sp9ewfhYGsjfIATXJcQhgWC20PYIRb8Luh0OnbG53MmsxwLIyWzoz2xMLrz9cOCOyc9K4sTCQmIRWJ27NvHtHHjaFercXV0YN+x4zja2RKfmERtQz2Jl5MZFhmJpYU5fQN74+bshJWFBamZV/jbv//NvKfn8Mq7/2bV6tU3nVT3p9mzGTtsGAvefguZVMqardvw8/LE18PjmmUP7e3taDo6+OjrbygpL+digxNluecwsfHE3LE3enIJL4/1Z0iA3U1fc1NzM03NLaReyeS7H/YxZkg0q7ZsoaGpib88+SRL160nOMCfiaNGUVNXh7ebG4Yq1W96nwUPLiEMCwS3RiiZEAgE973GpiZy8vNZv/07vNzdOHzqFM/OnIlMKiXA25vPli5DJpNSXVOLVCblZHwCDY2NTJ8wHj2lksbmFjxdXRg3YgT5RUXM/+BDCouL+eC11zh1/hyDwsJ49PkX8Pbx4cWXXuLhhx9GKpWi0WjYtWsXCxcsIDU1FVcHB9546UXeXfg5n/7zTfoFBaHT6fjkm8XYWFkyc9Kk674GTYeW4a9vofxqEgamDjRVF2Bq6cCHz01mgO9v61DR2tZGztV8lAo5+44d5+S5BGZPmcI3q9cglUp5bvYsNu7YyfDISPoFB6Hp6MDBxgaJRPKbnldwfxLCsEBw64RALBAI7jstra2cOncOZ0dH/vPFlwT6+lBWWUlIQADjRoygoamJi6mp7Dt6DFcnR8qrq6murubo2XhGREaikMtoa1fT0NRIcC9/npj6KAC79h9AX0+Ptxd8xrpFi6ipq6OiqoroiAhe/+hj9h4+jL6+PpfT0pBKpajVahzs7JgxYQLxiYl8+uYbvPTW26z9YhHb9u4lNLA3wf69gM7d4K179yKRSJgyZsw1SxmW7ktnR3w+reoOxHQgby/lvZkD2bpnN2OGDsHf2xsDff3b+l5qtVpKystJTE7G2cGBTTt3kZWXx5NTH+XLlatwsLVhxsSJHDl9hhGDonCwtUWlr3/b1yG484QgLBD8ekINsUAguOe0Wi0tra0sXb8BI0MVWbl5KBUK2tramDFxAgNCQ6mpr0ciFvPu54uwNDejtq4ONycnTp47x+X0dN77x99pam6mtKICR3s7RgyKIjQwEJWBATqdjvSsLH44epQrubl88sYbdHR0UFffwLDISMoqK4ns15fMnBz+9ddXyMnP582PPubV55/j8OnT9PHvxYCQEPT19fHz9mLO3/7O0o8/YsaLLzFmyBBeePxPyOVypo0bR3xSEpfS0mhpbaN/n+Bur/Op4d642xqRmFOFtYkek/rHoKeQ0tvPh7a2Nrbu2Utmbg7PzJjB1cIi+vYO/M27uOIfu5XY/zh6OsDHp+u+qLAwmltbycrLQyKRIBKJ+Ocnn1BTW8dT06ezfONGAnx9GBk1iMycHCJCQzA3NUVlYCDULt9nhDAsENw5wg6xQCC4YwpLSqiurSU9K5tzly7i5epGRm4Of3v2WRobm7CwtEGraeNyWiodWi0XklMwMzGmtbWVltY29h09iq21Fb6enqRnZWOgr8+IqChcnRxpbGoiLLgzjLa0tvLOgoWEBgawdMMGNn/9NUaGhvzzk09548W5yOVylm3YgImREZbm5gwIDaW4vJx/vPc+TS3NhAYEYGdjw8PDh/PIs39m29IlbNu7lyu5uXwwfz7nLl7ieHw8856e0xUStVotm3btIsDHB1Nj464w2lMtra0cOnkSmVRGVW0NABNiYlAqFLf3h3ADarWaq0VF6CmVHDl1ioSLl3hs4kQWLF2KVqvl6cems3HnTvoH9yG0dyBlFZWE9g7ESKUSSjHuMiEMCwS/3Y12iCVvv/3223dvKd1tWr+eyaNG3aunFwgEd8DhU6dYu3UbhioVnyxejJ+XFwkXkxgfE8OYoUMZERVFWmE9T328gU0nc/l63WZc7CxIz0jG38eH5PQMtv/wA9Hh4ZRXV2NvbYNSqeS52bOwNDOlqraG6IgIHO06L1Irraggv6iIpORkziQm8sbcubg5O/P9kSM8NW0aUqmUwpISMrJzWLV5M2KxiMERESQlp7D9h+/RUyhRKpSYm5rRy8sLBxtblAoFlhYWFJSUsCI2ludmz2LHvn2cOn+ewT8O8BCJRF1heHlsLFeLivD39u7x+ySTSvFyc8PdxRl/b2+kP+7efvzNYqpra7G2sOiauHenSCQSzExMMFKpCPT1JSZ6MPY21kwaPZpJo0ejr6eHhakZYcHBxO7axbnLl7CxtOTFf77FsTNnMDYy4r8rV6LWaGhta6OkrAxTY+PrjskW/DpCGBYIbg8LPfPr3ifsEAsEgl9No9GQlpWFVCJhw46dBPfy42xiEjGDB1Hf1ISPuzuerq6IRCJ0Oh0n4uNJvpLD+vgaWto1tDfV0tHRjr5SD1dFMRpNO5NGj+ZEfAIjBw1CLpchkUjIKyigqaWFeXPmdHv+lMxMVm/ZioezE7sPH2br4sVIJBJOJCRwtbCQxyZMADo7Vni5ubFxx04qa2p48YnHyS8u5oXX32DSmNG4Ojpy9MxZLM3MeHLqo0x65hmWf/IJldXVfLFiBeNjYhgeGUlufj5vfPwxX7///i86Tuh0OpZt2IBcJmPW5Mm/KchqtVpOX7jAvqPHeGLqoyQkXWTowAGYGhv/6nPeThqNhpbWVq7k5XHu4kVGRUezYOlS2tUaxseMZPGatQT6+RIdEcHR06cZNWQI+kolKgMD7KythZ7Lt0AIwwLB7SPUEAsEgtumuKyMuAMHCAsOZu/hIzg72FNeWYWBvh5DBg5keFQUKgODruOz8vKI3bWLKQ89RFt7O47OXlR/txoTp1Aaq/KpKU7Dws4bGxdH5CIN3u7u+Li7c+r8eawtLZFJpcycNKnb8AuAHfv2ERYcTEtLC2lZ2bz2wgtIJBKqamqwMDVlQGgo0NmdYePOnQT5+ZGcmcGfZ84CQKNWo6+nx9HTZ8gvLOJKbi6DB0ShRczMiZNYt/07XnryCUyNTbicmkZufj5PP/YYk8eMYcm69fzlqSe77YSKRCLmTJ9OVl4eZxOTaGltIToi4le9x2KxmAGhoQwIDUWn01FbV8eR06cxNTbmQnIyj02YgLWFxa869+0glUoxVKno4+9PH39/AD576y0AOjo68HJzQyGXc/xsPBpNB0YGBnyyZAlisZgJMTFs2rGT8JA+eLm5cSk9nYeGDgXA2tLylkpGrlY0suVULq3tHcT0cSDE/d69J3eCEIYFgrtH2CEWCAQ3VF1bi0wqZeGyb7E0N8fZwZ7MnFwiQkM4kZDAlDFjcLC17fYYrVbLouUr0NdTMip6CEYqA3bu3w+Ag4Mrb264QFH6CUzs/KivyMbI3JG/TwpFIdGRU5DPoLD+6OvrUVFV1VWi8HMn4uO7SiXOJiaydtEiZDIZOp2Ov7/3Pq+/OBcTIyMAyioraWpq4uPFi+nl5UVkv3709vMjNfMKnyxZQodGQ9+QfizbeRKtzBgjKzdemDSYgpT9jIiKwsvNjeT0DP61cCGbv/kGpVJBbn4+T/7tb3z02muE9u79i/XpdDp2HTiAt5sbYrEYT1fX2/rzkEgk/HflSowMDXnk4YfRUygemH7EFVVVpGZewdPNlQ3f7aCxuYmHhw/nsyVLMTE2YvKYMezav5+ofmEY6OtRVVvLiKgoAEyMjLp23gsqG3lu8Sla2zvQAQqZmH9M7E2U363Vct+PhCAsENwZQg2xQCDoMY1Gw8mEBJJSU7laWMgPx47R0dFBXkEh40YMp7K6hrEjhuPu7Ex4nz5dpQNtbW2cuXCBJevW4+zgQERoKJbm5qzZuhUvNzdMjY0pLCklOT0FpbiDouomrJ18aW+pI8BeD3MDEZNGj8bY0IgLyZcZNnAgbs7O3dbW3NLC2wsWMHXsWJauW4+BgT6PTZiAk709AEWlpYQFB3fbPV28di2jhwyhrLKS4F69CPT1RSKRYKhScTbxArOnTObdZVsxdhtERcElZEpDcmql9HW3ZMnqb3lswng6dFqqqmvY9v33uDs74+HqSmS/fpy7fBm5VIqlefe6NJFIhLe7O0YqFVv37KW8shJ3Z+fbUiqgp1SiVCiIDAujX1AQFVVVrN6yFT09JYdPnkImk2JhZvabn+dOMdDXx8XRAUOViojQEAaHh2NrZcWEmBiiw8NpbmlBq9UxKLw/W/bsoba+HoVcznuLFpGckYFIJGJlbCyHk0tJuZJNa1M1cj1jtDoxVysaGduv83emor2GN3KX8E3xdxyvu0iQyhMjqcFNVnfvCWFYILhzhBpigUBwXTqdjobGRg6ePElSSipzpk/jh6NHGR4ZybING7uGXagMDH4R6Jqam+no6GDBsmU42zswc9JExGIxKzbF0q5WMyp6MCKxmK9WraJfUBBnLlygf0gIlqam/HDqHFX1LUSGBjMuOpy9h4+QduUKr8194ZodDKpqasjIycHG0pLlGzeSW1DIF+/+CzMTEwBSM6/ww7GjvPzUU12Pyc3P59zlywR4e/PGx5/w0NCh/OmRKQAUFJfw1cqVpGZlEZ9RgmvoZIozj2Fi7YmlcxBPDvPBTlaJjZUlXm5uHD97FlMTU97/8gvWf/EFAJXV1Tw290UmjorhmRkzbvg+f7FiBXpKJU9Nm/Zbflw3VF5VxcmEBHzc3YmNi2NCTAz+3t4PfM2uTqejtKICmVTKiYQEUjIyaTcJYG3sOiRSBcY23mg71Hh5+rL2lRHoxDAr7V+Uq2vRokWECBOpirU+b6EnuXtdPG6VEIYFgjtLGMwhEAi6Kaus5Mjp0/QPDmZFbCyD+venrr4BrU6LXCanoamRh4cN61YL/BO1Wk3qlSvU1Tdw8lwCf3rkEWytrLiSm8vabdsZFzOKg8mVXExLo63mKlNjIjmXlMRLTz3J2m3bMDUyRqvTMmzgQABy8vPJLypm2vhx160fPX/5Mlt27+atv/yFef96l0BfX4L9e3W1XWtvb+dyRgZBfn7dwvTZxETCgoM5dOIERkam7Dqwj3fmvQx0lh68/tHHtLW1USLrRZvUnKr8iygMTBF1tPLB3Om4mnTwzKvzWfDep5gZG7Jt1xYG9e/Pe4sWseLTT1EoFDS3tHAhOZmUjAzmTJ9+w/BZUVXFxdRU2trbGT1kyB3tIKHRaGhsbmbbnr1cLSrixScep7auHncX55s/+AGQkl/D31fH06bWom5roqO5gsdHhVFbcI4adQMn3DMpPHIV4wAzjP3N0Rcr+cDtz/gbuN3rpV+TEIYFgjtPKJkQCP7g1Go1+UVFfLVqNRKJhMycHFwdHUnPyqa0ooKY6MFoNB2o9Z3JrZNjae2En5M5YnFnYNPpdJxNTEKj0fDNmrXY29oysF9fIvv1Y0vcbo6cOU1YcDARoX2Z+upnJGUVk19URL1ajp65KzSXYGpsjIujI0qFggAfH8RiCbUNDbS1tTEhJgbZdVp17T18GA8XF8JDQnj1gw/QdGiYNXkSgb6+Xce8/8WXRPUPw/hnnR9q6urYumcPXl7+PPLXdzlRpKKozRwLE0M87YyRSiTsO3aU8JAQqorTySssRt/QFFNbD/yczPnzQ30Qy5TsuNjI9lPZ7LlcjYGZE9LmQhzs7Nh37CiRYWHIZDLsrK35duMm0rOyGNC373V/Dgb6+rg5O3O1sIh2dTsl5eVYW1repp9yd2KxGKVCQbC/P9ER4Wg0GvYdO0pJeTmX0tIpLi3F0c7uge0nbGWsh7edMQWVTRgb6jNrZAjTB/sQERqKf5Avu9pOYdDLBLmZEpFEhAQxYy0iMZMZ3eul/4IQhgWCu+NGJRNCIBYIfoe0Wi1JKam0q9Us27CBC5eTCe0diE6nw93Fhd0HD2FnY010RATDIyMxNDBg7ekytp7JJ6WglqS8Ki5dreb0xVTeXrKZfedzMJCpGRjSm+iICK6W1fH3j7+grEHLqMgwLM1NWbZhA5XNIg4mXMbQ2guJTEF9xVWa5Q68/+xE4vb/gK+HJ739fGlrb2f3oUOMGjy4qy3btezYtw+tToezvT3vLFhAVFgYwyIju01ia2ltRSQSdQvIAA1NTQT16sX8NQmkXDqJVKFCq9WRXKom1N0SYz0J8UkX2XfsKHMenYyJop1Ad3vC3Y2QNefh4+7Gwj2Z5Fa0k35mE0pTB+rapQT5eHElLZ4JMTH8e9EXjIqORiwW8/CwYejr6fPOggVEhIaip1Re9+fj7uyMqbExew8foba+Hpsfu2ncSQqFgqBevfB0dcXTxYWSsnIUCjmffLOYpuYWnO3tH7j+wXZmBowJdWRsP2d8HUy6fo8MJHoUtJZT3F5Jh1iLQiQnSOXJZMvo+276nhCGBYK7RwjEAsEfgEajYc3WrZy7dIk2tZrCkmJsLCwoLisjwMeb85cvY2Vujr+3N0MGDMDF0bErAFXUtbBwVyrtGi1tzXUUZZ6kqlnE5fR0FJY+tIpNyKmVUZN/jrU797I9TUSbnjPHTp1gx5GzhPo4UF1djadPEFcazRArjRGJJKjMnShKO8Swfv5MH/cwyekZrP9uByMHDSIyrN91A1hjUxMff7OYJ6dOBeDtzxagMtAnOiKCvj/r6lBcVsa67duZOnZst8drtVo+W7qUUYOjWfDdOeR6Juh0WowsXZFKpDhbqujlZEbcgQOMio7Gx9OTltZmZo0bhZ2FEX6enpRVVBB3sYamdhBL5bQ2VKA0tsdEpWBEHxckEgnHzpzFyc4OW2trAGytrCguKyMtK5vevr43LJ8Qi8UE+/vj6ujIouXLSc3MpE9AwG/6HegpiUSCs4MDRioV0RERONjaciI+obOns4sLF1NSsbO2fmB3jwEGGAdgJTfFWm7GcLO+PGM3HrHo/qmlzjPTUat38+MEAsHtIwRigeB3qL6hgdyCAs4mJrJu+3d4ublhbWlB/+Bg9hw6TFllBX2DgnBxdCTQ15dAX1+cHRyuuUNW3djGnvOFaLQ61C31qMydUKjM0TO2Rd3aQEHKfkRiKdER4Zwt0JKRdAidWE57WxMyfXPMjY342xOPYm9pwu4LxVSWXKE0+ww2TgH07zeAABvYvHs3jzw0huFRkcjl8uu+ruaWFo6eOcNDw4aRV1DAV6tWM37kSAb1709wr17djt196BBTx45FLpN1uz0zJwczExPcnJx495P30TdxwMy+FyKxBLlUzIgge5wtDTl44gQl5eW4Ojry9erVTB83jgXLljFuxAgOnDhBu8yC0ppm9IyskesZ0VKdy+iIQEaG+ZF99Sp9AgI4m5hIfnExvby8AAgJ7NyJf3b+fDxcXHo00jkiJAQfDw/2HD7MpbQ0/Dw97+pOpkwmw93ZmeiIcFT6+uTkX+VMYiI1tZ39j50dHG64430/EolEuOs50M/IDy99J8T30c6wsCssENwbQiAWCH4nklJSWLNtOw62tqzeshVXR0fcnZ2RSiTodDp2/LAPN2cnRkRFERkWhkpfv1td7fWoFFL2XSyiuU2NRG6ATK7gp/+yxRIpJjY+qJurqMw7T4PEBj1zNyQSGSJEqKw8COvlRoiHJZdSUxDVZ6M0dsDGtQ8+1gpGekuRikVMeeihm34lf/rCBVbGbmbO9OmkXcniyxUrsbW2xt/Xh9DAwG7HfrtxIxNGjrzmhX9JKSkM/fGivdz8q7SoPFHIZEglYgKcTPlTtBcikYi4Awdp16gxUqkYNjASGytLyior8XZ3JyM7hxB3c1JL1egAuVxJS3EC//nzFKRSCY62tmzdu5fHp0zhnQULmTx6dNeOqp21NZ6urhSVlCASiXrUBk0mk+Hj7k5dQwMNjY3k5uf/or/z3SAWi3FzciLQ1xcXx85dZIlEwhfLl3M5PR0fd3ckYvED37niXhHCsEBw79woED9YBWMCwR+ITqfjamEhACtiNzMgNBR7WxuenfEYRaWldHRo0FMq2Xv4MIP7h+Pu4tytnOBWSCRiFjwRxkfbL5Fd2oCDuQEetobEnc2mIPsM+kaWmJtb8d/Xn2FhXApnMspRSxXI9YxRyMQYi+u4lJZGYUkJL8ycRrtaTV1DA2u2biOiz4xrhtb/70R8PDZWVrzzyjz2HzvO/uPHmTgqhgA/P5zs7LodW1FVhU6nu+YwioLiEtKzsxn246hlOa0seyGatMJajA3khLhZdF0sGBYchImxMf5eXny9eg1NLc1MGj2a1CtXmDxmNMXl5ayY6092aT1yqQQXy6EkpiTTt3dvRCIRLz/1FMs3bmLL4m946a23mf/C8zj+uNa+vXtjamzMX95+h6FR0eTpPLlSXI+JgZz5k3oT4HztkBwREoJWq2XTrl2IRCLcnJzuaV/hn3pBz3/hBTo6OriSm0tsXBxjhg6loqqKkICAX/RhFlybEIYFgvuX0HZNILiP1DU0cOD4CRztbLlwORl9PSUzJk6kqqYGmUzGZ0uW4ubkxIhBUZgYGf1inPHtkp13lfU7vsO9VxRnM0pwd3bmsUHumBsqaW7T8O/NSZzPrqSjtYZJ/eyRtxUzWmpjBAAAIABJREFUc+JE5HI58UlJbNv7PfOenoNVD4PSytjNWFmYM3rIEBIuXmTJunX4engS1ie4awTzTxoaGzly+gwPDx92zXOVVlSgr1RiZGjIR199jUIh56Unn7zmsfP/8wG9vL04cyERX09PqmqqefOll3hnwQLenjePtz79jDdenIvsZyUZH3+zmKljx+Jo17l7eyU3l7OJibi7uLBi4yaWfPRht+eorK7miY+2kVdwFUu3/ojEYpQyCcvnRmJlfOOfn1ar5fPlyzE3MWHW5Mk3fR/vtozsbI7HxzOwb1927tvPxNGj8HBxudfLui8JYVgguPeEPsQCwT1SVtvCot0pFFc308vRhOdG+aGv+N8XM21tbWg6Ovhm7VokYgnjRgynvrGRXl5eJKWmUlldjUbTQU5+PrMmT8LY0PCO1ZbqdDoOnjhBdV0dbk5O+Li7X3dnt6Ojg027dlFbX8/T06cjlUq5lJbGtr17eX1u9wB5Iw2NjazasoXnZs1CLBazavNmCopL8HRzZcyQIdd8/g+/+orHH330mmG7vb2d9774kndemQfAD0eOMji8P4rr9Df+5JvFmJuZUlJWzmMTxlPf0EiArw/JGRn4e3tzKS0NCzMz7H68aA46a5yLy8q6Bb/a+nrOXLhAVFgYz7/xBov/85+uOunGFjXj3ttN5pmNqMycsPeNRl8h4eWxAUT796wkoqOjg9hdcbSr25k5adJ9Wa7Q0NhIfWMj3x85Qn5RMa88PQdNR0fX4JQ/MiEMCwT3hxsFYqFkQiC4Q5rbNMxdeoraZjVarY7S2hbyKxt5OtKcvIJCjFQqjsfHM2PSRF58/HGkUimHTp7k2Nl4TE1MKCotZUhExDXLAm6nhsZGNuzYwZABAwCYMmbMdUO3RqPhw6++xs3ZienjxwOd5QsJFy9ibmrKGy++2OPWXRqNhp379/Poww8jFou5cPkyx+MTCAsOwsHW9pph+OjpM8ybM+e6gTsr7yoTYkYCnRcdLvz2W0YMirruGlydnKiqqcbc1JTyqioWLV/BqgWfUVhSgk6nI9DXlxWbYnn80Ue6HqOvp8eltDSKS8uI6h8GgImRERcuXybY3x93J2dWxMZ2Ta5TyiVIZUq8ImZRV3aFxuoC9GxcMNLr2YcG6OwKMW38OJIzMriUlkZtfT2Dw8N7/Pi7wVClwlCl4smpU9HpdFTX1rJ661a83dwQi8XYWFrS28/vvmt7dicJQVggeHAIF9UJBHdIYm4Vhy4X067RUluaSUnmKVpFxlhIa4iOCMPX0wNzM1PkcjkLl31Lu7qdoF69GDNkCCZGRvi4u6O4QTeG3yrn6lV2HzqEpqODAG8fPFxccHN2vmZgqa2v54vlKzAzNWF4ZCShgYGo1Wpq6+tZvnET40aOxMPFpcc7lyfi49kct5tnZ85EIpXz0VdfUVJejpujE088+ijODg6/eMzVwkJ2Hzp4wyB4PD6e6IgIAC6kpOBga0tvP9/rHr8lbjfjY2L4dPESXvjTbBqbm3B3dsbWyorDp04T7N+LQ6dO4uvh0a3Lgo+HBymZGXi5/W/q2YC+fUm8nMyEUTGoNRpWbIolOiIcsViEQiYmpaAGhYEp1fkXCAnsxewhPrfc+cDKwgJrS0supaV1TqJrasL0PtyBFYlE6OvpEd6nD56urliYmXH+cjIqlQELli5FhAhnB/vfdTgWwrBAcP8RukwIBPdAWV0Lhy+XoOnQIZXrY2rnh0QsIcxFjkajZv/x49Q3NhIWFMTQgQPwcHHBQF//joYEnU7H4VOnaGxuJuHiRcaPHIm7s/N1v9Zuam5mZWwsNpZWhPQOxM3JCYVCQWZODh998w1Bfn6MGTb0llpyXU5PRyQSMTBiMC8sOcXHa3dz7Mxp/H0DCPVzx8XR8RePUavVFJaW8vCwYdfdgU7OyKCguLhrQMephHPYWFrg6uR03bXo6+uza/8+Hh42jF5eXpyIT0ChUODl5opEIsba0pJ+vXtTXlmJqbFx1+NEIhHmpqbE7ooj6MdWcCKRCLlczqLlK3hswni+XrOWPgH+mJmY0MvJlF6OpjhYqJg4bCAeBtWcv3wJf2/vHr9vP39uH3d3zExM2BQXR25BwV1v03arlAoFfp6eGBsaEhUWhp6ekuNnz7J223Y8XFwoLi3Fwszsvn4Nt0IIwwLB/elGgfj+K0QTCH4nApzMsDJWIhHrqLx6gdK0/QQ56+Ph7EB4nz48OXUqU8aMuSvDD5qam4mNiyMxJQWNpoNeXl7MnDTpuuUYbW1tJKWkEHfwICMHDcLdpXPX9EpuLvM/+AAHW1s+fv31a4bXG1m47FtKysoJDQzk1dVnOf7DKloaq9EzsedksQp752vv5i78djlKheK6tcDQ+ZX9lDFjgM7gv2bbNnrdJHAmJl/Gz8uLbXu/p7CklKraGg6dPAF0joxubGpCKpWybOPGXzzW3NSU6rpa1Gp11222Vla89sLznLt8mc3ffM22vXvZd/QoAEGu5kyLdGdYb/uuiyJ/6pbxa0ilUp6bNYtHHnqIpevXs3jtul99rrvpp/KJ0UOG8M4r87C1siQpNZWVsZs5ER9P3IGDNLe03Otl/mpCGBYIHkxCDbFAcJs1t7SQkpmJTqfDqukszs6BtLiMIsTTjgn9XZCI794uWF5BAdV1dSQmJxMVFoanq+sNj9doNNQ1NDL7tQ/APBBLKwecveSYNDSw79gxvFxdeWfevBsO1riWuoYGdh84yHOzZiKXy6mtb+TypbNotVqUKjMwMEUilZNeVIurdfe+yRVVVUyMicHdxfm6569vaGDdtm28Nncu0Lmj/OLjj2NtYXHDdZVXVuFkb4+Bvh75xUU8M2MG7e3tAEwePYamlhYM9PUxsvHjma+OYGSgz5PDvPCx79xRnzdnDnsOHWL0kCFd51QoFCQmJyOVSHh07FheeedfDB048BcffGIGD+b0hQt8s2Ytr8194Td9MHr6sccoLCnh9IUL1NTWMnrIkAdmt1UqlTJt3Dig8+LBc5cuUVlTw7pvv8XG0ooZEycglUofiNcjhGGB4MEldJkQCG6DguIS4g4cYFjkQHbu38/Avn0JCw6+J2vR6XQcPxuPnY01B46fYPr4cRj1YDjHuUuX2By3GxO3AZzIaqFNrUWn1SLuaKGveSkvzZ5604B5vfV8uXIl08ePx9zUlNa2Np7+xz/I1niiNHVB9GPdsVIu4Z+PBNPP07LrsVU1NXz8zWL+8+o/bhiIUjIz0Vcqu8ojvlyxksqaat6eN++GaysuK+PbDRt5aPgwHG1t+f7IEZJSUvj4jTcAWLJuPYZOYaw7mk1e6jFsvQailEn48ulwXKw639NVmzfj7+NDyM/GLut0OjKys7EwM8Pc1JS5b77Ja3PndutW8ZOrhYVU1dbi5+mJ8gY74D21/9hxHGxtOmvDfXx+8/nupYbGRnLy89m293vGjhiOVqvF39u7W4nOnvMFbDiejU4HE/s7M6G/y10Pz0IQFggeDDfqMiGUTAgEv0JbWxuNTU28u/BzVsZupqW1hXEjR+Dp6sorTz99T8Jwc0sLyRkZbPhuBy1trbg5OfHszBk3DcM/HD3KvxYuJMjPjw9fm09igZo2tZb2lnpyL2yjsakOZ/+hvyoMHz19hqXr1zP38ce7Ojms274dNycn3ntmAkq5FKVcglIuIdjVnFD3/z2HTqejqLSUV59/7oYBR6fTkZB0sVutcHlVFRNiYm66vuUbNzF9/Hi27t7Dmm3bCA0MxMrCgpq6OkQiEWWVFeyIz6dNo6W9pQ6dTkuruoMDF4u7zjFz0iSUCgVarbbrNpFIhJ21Ne9/+SVarZZB/fvz6eIl11yDs4MDlmbmzP/gQzo6Om665psZHhWJp6srCUkX2XPoULeSjgeNoUpFbz8/3nllHiEBAag1Gr5es4aM7GwWr13HlqOX+O/eVEpqWiitbeHbg1fYe6Hwrq5RCMMCwe+DsEMsEADVDW00tKqxM9VHJr3258SC4hKKy0opr6ziUloaz8x4DGNDwx733L1TrhYWIpVK+XbjRqaNG3fTsoifHDl9mvrGRvy9vHB1cuoKnTMXHqGkpgWdTguIkErETI9yZ3b09T9ZX3NdRUVk5+V1tXPr6Ohg9svzePvlv+Du0rmLd7WikfTCWkxVCkLd/zdBDmDFplgC/Xy77bxey8lz56irr+8qW2hobGRFbCxzH3/8pjuFsXFx5BcV0TewN6WVFUwZM4Zd+w/Qy9sLDxcXaurqeOq/x6lrk6DTaRGJxIhFMC3SnceHenWd52xiItl5V5k+YXy38xcUl6DVduDs4EBxWRn//nwRi/71zjUvDNRoNBw4cQJ/b+/bOrL5y5UrkUqkPDtzxm075/2gsKSEdzclcDIhgfbmWhz8RyIWS/BzNGHRU3enJZ0QhgWCB4vQh1gguA6dTsdXe9OIO1eAVCJCXyFlwRNh2Jl19sA9d+kS+44e5bGJE/nhyBFioqMJCw6+7pS0u7nu/KIiUjIzuVpYxKzJk/jnX/7yi+OOpZTw5d40Wto09PO05K/jA7icmoyxoSH1jY08PGzYL0LjnBE+fLjtIm1qkIjBQCFlTMitXTz33qIvCA/p0xWGM3Ny2Hv4MGFBQXj8LLA7W6pwtvzlhX06nQ4TY6ObhmEAK3Nzwvv06frz/uPHScm80qOvzS3NzCgoLu4K4mKxmHOXL5GRnc3fn/szTc3N2GhzaJX50KYGkQgUMgkjg+27neenbwS0Wm231nOOdrbExsWReuUKMYMHI5FI2Pb99zzy0EO/WItUKmVweDifLVnCq88/f9uGb7zwpz9R39DA/mPHqW2oZ/Lo0Q9EPe7NONjaYm/rgI2HDG2HBrG4swZbT3bnL1IFIQwLBL83wg6x4A/tVHoZ72+5SKu686tqdVsDjqZKXMWZDOgbiruzM452dreltvN2aG5poV2t5tPFSxjUP4xhkZHXPTa9sJZXVpylTdP5Vb6urR43UzXD/IyZMmbMDQPXxbwqjqWUYqCQMrafMxZGPWurVlNXx+nz5xnYt29XqYZOp2PO3//Bmy+9eM3+wv9fa1sbC5ct49Xnn7/psSXl5cTuiuOlJ5/ouu3w6dP4enhgY2l5g0d2+vfni5g6biy5+QVs3h3Hkg8/JCsvj4rq6q6Q/cPRo0hNPTl4qRgDpZQZgzyuGeLrGxr476pVzH/hhV/cdzE1FVdHR1QGBuw9dJi0rCz++uwz113Xlt17sLYwJzIs7Kav4VacPHcOUyNjGpoa71mN++2UXVrPS8vOdP39VcgkfDy7L36Opnf0eYUwLBA8mIQdYoHgOnLLGmjXdP5nWpJ5Ap22Az29KNa+9dd7vLLuauvrScvKYt/Rozw1bRrv/u3m60vIqkDd0RmGi9IOIZXrY2A4gEcfHnHTx/Z2Mae3y/X7NV6LTqfjyxUreeHxP3WF4RMJCSQkJREdEd6jMAxw6ORJpk+Y0KNja+vqmD5+XLc1xO7cxXOzZ/UoEE8cNYoN3+1g3tNzMDHqXPOOffswNjTsCsQNjU2MDbdgaKDdDc9lZGiIi6MjbW1tv2gP5+fpyd/ee58P5r/KwLB+LI+NpbCk5LqlEZNGj2LTrl00t7Sgr6d309fRUwNCQ9FqtWzauYu2tnZ69/LDuAcXXN6v3G2M+O8zEew5X4BOp2NksAPuNkZ39DmFMCwQ/D4JF9UJ/tDszQ2QSzu/YrX1GoidzyDszO7sqOSe0ul0tLS28snixWyOiyO8Tx/eevll7G1sevR4lVKGVNL5V9zOJxpr9/7oKe7MZ+CDJ06wdc9e3vzLS10DLJqam9m0axcjBw3msR4G3O+PHMHXwwMnuxuHT+isuT18+jSW5v8L7pfT0zEyVPV44MWhUyfpG9SbppYWFixbhlqtxtnegeKycqprawEwNTbizIXEHp1v2rhxbNy58xf9gGUyGa88/TRXCwsxNjQk9uuvWLN1G8fOnL3meUQiEVPHjmX/8eMs27ChR8/dU2KxmGnjxxHVP4yVsZtZvHbdbT3/3eZsqeLPMb48N8rvjobhPDOdEIYFgt8xIRAL/tAG9bKhv7cVCpkEA4UUQz0Zb0wJuqdrUqvVZObk8PpHH5GRnc1fn3mGOdOn3/J5RgTZY6ZSIJeKkfw4PnjuGL/buladTkdldTX1jY1MHjO66/ate/ayIjaWUYMH4+fVs4vx1Go1SSkpN5ws93PH4+O7psT9xEilYmDfvj2ukW1pbaND04GeQoGhgYryqipGD4lmys9eS1RY2A17IP9/Dra2HDh+4he3O9rZUllTw5qtW9FooXdgHxavu/EwjXEjRtC/Tx+SMzLuyNCNl558gicefYTt33/Pqs2bb0uXi98jIQgLBL9/Qg2x4A9Pp9ORW95IU6saV2tDVMp70zVCq9WyZutWrhYV8frcubdlgl1zm4Z9SUU0tqoJ9bDoGihxO3R0dPDu558zLDKSgX37dt2enpXFtxs38ujYsYQGBvboXFqtlh379vWoVdpPLiQn08ffv9ttL7zxJhEhIb/o9nA9JeXl7Nq3n4eGDyMzN5eAH3vcfrJ4CYYqA15+6ikA3v7ss5v2NP65pJQUvN3drznS+sPlmzlaaIhYLEan1WBae4xPX/vrDdvaJSansP3773nnlXl37IK4xOQU5HIZFVVVDA6/O10aHgRCGBYIfj9uVEMsefvtt9++e0vpbtP69UweNepePb1AAHR+PW2qUmBtotdVPnG36HQ6qmtree+LL1Cr1UwcNYrB4eG3rcOATCrGx8GEQBezHl8Y1xNVNTVcSk9neGQkfp7/+wfm69VrKK2oJDoigr69e/f4fCs2xdLLy6tHdb8AGdnZnLt4iWD//+0Q/1RiMnpINIoeTtJbu3Ub0RHh2FlZsWj5CnQ6Hb39/NDpdCjkcnx/fG31jY24Ojr2+ENKW3s7q7duJTwkpNvtlfWtfH6glKzEPSgMbdGJ5eTk5dBUmcfg8P7XPZ+tlRX9+/Thh6PHsLWy6vHruxW2VlZYmplxMTWVxuZmtFptjwa6/J4JYVgg+H2x0Lv+tTFCyYRAcI/8cPQo8z/4EJFIxL9eeYVR0dG3LQjfSe3t7Xz09Tf4eXp2BVidTsfugwfJLy4iyM/vlsJwckYGY0cMp7dfz8s5xGIxUx4a0+22gydOcDYxEUNVz2vA/Tw9Sc7I4GJaGhNiRmJt0fmPZUlZebfd3ejwcE6dP9/j8zo7ODBh5EgaGhu73V5Q2YRULMbOaxB1FdkAOPkPY+CAwfz13XdvWLKgp1QSFhzEouUreryOWyUSiRg/ciR9/P3ZsW8fq7dsuWPPdb8TwrBA8Mdy///vKxD8jqjVaj7++hvWbttGZL9+fDD/VcxMTG5LecTd8MPRo5w6f54PX5vfrTvBl6tWUVNfz7MzZ3bbtb2ZxqYmVsTGYm7a8zZZTc3N7DpwAJWBQbfbj52Nx8fDvcfnAVCpDDAyNKRDqyWvoHOEMkBuQT6X09NpbGrqPM7AgMOnTt/SuW2srHj/yy+73WZtokTdoUWq0MfcobPHslYHIX5eVFTXsP/48Rue09LcnNdfnMuqzZu5kpt7S+u5FWKxmOdnz2bmpEms276dxWvX/aHqi4UwLBD88QglEwLBbaLT6TiSXMLW07lkldTjYWvUVYKRkpnJ599+i7uzMwP69iUsOPieT7i7FT+VdqRkZvLQsP8NJWlvb2fJuvUUFBfz8LBhuPXwgrif5OTn89CwYbfU5/nYmTOEBgZiYWbWdZtWq0UkFjOgb19U+vo9Ptepc+extrDE1sqKE/EJlJZXMCi8P35eXni6umKoUiGTShGJRLg5O2GkUvW4hlcmlXK1opmPdmWx6kgOl/KqGRJoh4FCSkp+DQqZBLEIXnqoF/7O5owZEk1K5hUOnTpJv6AbX9jp7+3NnkOH8Pf2vqPfKohEIgJ9fTEzNqaguJgLycl4/Dhl8Pcoz0xH7e3rcicQCO4zNyqZEPoQCwS3yYqDmWw9c5U2dQcyiYiDl4sZal9DbV0N08aN5Z158645svd+197ezrufL2LCqBimjh3b7b51332HnlLBWy+/fM0LyG4kNi4OUyNjfDw8evwYnU6HTCrD2737TnBiSgorNsXyzX/ev6U1RIb1o6KqiqOnT/P0jMdoam4GOscCX0xLo6WllWdmPAZ0XihXWV3do+l5AMXVzWxPgexLB7D1HkRSbhVvbTjPwifDGeBrTUlNC44WBtiadgZ4uVxOH/9ezP8gjkceeqhbO7n/TyqVMnvKFL7duBE7a2tGRUff0uu+VW7OnV02KqqqScnMRCwS97h7yINC2BUWCP7YhJIJgeA26NDq2HQylzZ1B+rWBnIv7SMvNxOFiSMvPvE4lubmD2QYrqiqIi0ri6emT+vW0aGuoYG3Pv2MguJiRgwadMthuK6hAX8vb4ZHXX/S3rXEJyVRU1/X9eeiqiZWH77CpiPJPDrh0VseYpF25QrVtbX4eHhw/Gw8ny/7FgBvd3eUCgWaDk3XsYPDw8nNL+jxuS/mVQFgaudLbXEaGq2O1IJa1BotjhYq+nladoXhn7g4OrLys09ZvmlTj3ofPzl1KqbGJuTm5/d4Xb/F8KhIfNzdOX3hPJt37/7dlFEIYVggEAiBWCC4DbRaXVefWJ1Oi7V7OEYWzphZ9GyIxv2oqqaGD7/+GjcnJ5zt7btub2tr48Dx41iam/HmSy9hZ219S+fVaDS89elneNxCb9+fWJqZMWbIEAByyhp49puTrD2axQ8JmbyxbDc5ZQ23dD6ZTIZYLCa3oABPVxcMVSq0Wi1KhQJbS0sGhIZ2HWtsaIjVDXZt/z+VUoZIBPrGtpg5dH6YkIjFSCU3LjdQKBR4urqyZuvWHvUe7t8nmLSsLL5Ycecutvs5qVTKk1OnMmXMGJZv2tTVneNBJYRhgUAAQiAWCG4LmVRMiLsFMqkYuZ4xMmVnrWmw662NP75f7D54kKLSUj567bVuXRvyi4uZ/+GHlFVWMmPixF9VS1pcXs7zs2chv8XWYRVVVXy3b19X7fWqQ5m0tnfQ1tJIXXkOShMnVh7KvKVz+nt74+3mRmZ2Ds4ODvTvE9x1Id3h06fZe/gwbW1tXccnXLpIXUPPQnd/LyscLAxQyMSIAIVMwtMjvHv0nk0cNYq35r3Mq//5DxVVVTc9fvSQIcycNIk9hw6h0WhuevztMmf6dKaPH8fJc+eIjYt74IKxEIYFAsFPHrzvcAWC+9Q/Hw1mUVwqSXlVmKsUvDzW/7b2/r0bdDodRaWl1Dc2Eujr2+2+guIS0q9kYWFmxnOzZv2q8x8/e5byqmomje75xbQn08tIuFJB6dUUnnr4fxPkGlrU6ACxVI6laygGZg40tqhvaT05V/MpLCnhiamPIhaJiDtwEAszM8KCg5k4ahQikYjW9nYUP170N23cuB6HPplUzOdP9mdfUhHVDW0EOJsR7NbzD0iWZmaggw07dvLiE4/f9HgTIyM8XFxYsOxb/vbsMz1+nt/KwsyMgWZmnEhIIO1KFo3NTTe9KPBeE4KwQCD4/4QuEwLBbSKTiBnoa83kcFdGhzhipup554R7QavVsfF4Dv/dm8bx1DIcTOQsXPJfAnx8GNS/+5CIS2lpLN+0EQszM2ZNmoTsV9ZDn0lMZPKY0T3eWd54Ipv/7kkjNb+atOwskiuVjOrjgEwqRtOhJSm3mg6diLKs01g7+vJIhCte9sY9Xo9Op0MqkbBp5y6GR0VhoK+HjZUVZiYmXEhORiIWczk9vevCP5WBAYuWL+82me9GJGIxXnbG9HY1/0W98M2IRCIGh/dHLpfx31WriA4Pv+n7Zm5qSkRICEvXr8fZweGWa6p/Cyd7e8xNTTl+Np7CkhLsbWyQyf6PvfsMr6rKGjj+P7ff5Kb3XggpJCQkIaFXFQFpKs1eUGd0iu0dx2mO48yoMzr2XugKCPYCSu+9JJBCCum999x63g9RBFNIuSnA+T0PH8g9e591IXBX9tl7LSWNLUZ+OFXE6fxq7G1U2NtYv6lIT0jJsERy9ZKqTEgkknbe25rO10cL0BvNGFrqOZx0mheX3UxIYOBF1x0+eZLm1lYUcgU3z57d8WSXIIoiz7/5Jk/+5jfdToZFUWT1ziwMJgs1JWnIFWpqmwzsSy/juhgfZsf70dBiZOO+LGSh8dw+ZRg3jPbrUVxKhYKmlha8PNwBOJWSSlVNLSGBgfh4enIuP5/ktDQWXH890JakqlUD94OOUqlkWEAABcUl7D96jEljEi85RhAEls6bx6ffbebuxYsGtESaTCbjlgXzgbauhY0teo41BNPYYsQiwortmfz3rgRG+HW/7rQ1ScmwRCLpjLSHWCK5Sn13vBC90UxrYxVFqdtQal3Irr44eTp++jTf79qNjVrD04892ut7HT99msljx/Y4OTNb2hIYO9dA7N1DEEURvaGtsoEgCCydNIyFEa1semoRt0wa1uP5DUYjZ7OyGRXZ1kyksbmJtMxMAEaGhxMTEcE9i5dcNGbJvLkUl5X16D594eTgwDvPPUt5ZQUfrFvXrTH2dnbcs2QxL777Hkmpqf0cYccevPMO7PzGkJNxivyzBzEYTbQazbz+7eDEIyXDEomkK1JCLJFcpWQ/5o4qG0cC4xagUKmRy35OKD/fsoXq2losooWEUTG9LhuXlplJq15/UcWG7hAEgbGhbqgUMpRqWwRBQJAJxIe4XnRdZm7ORV3zesLN2ZnZ10xny85dANy9aDH3Lv05AV796aes/OSTi8qLyWQyPt+ypVf36y0brRZvLy8OnThJTV3dpQf86PEH7qe6tpbSiop+jK5zjUaw94rAxtELs6kVgPpmw4DHISXDEonkUqSEWCK5Si2aENTWLU0mRy6ToVbKmRrlBUBqRibpWdkMDwzk748+2qduaBu+/pqxsbG9Gvunm0cxbaQXrvZqQjztePGuxIv24hoCA++aAAAgAElEQVSNRu5evLjXsRmMRjZ89TXXTmqrh7xq40aWr99w/vWEmBgmjUm8KAn1cHUlISam1/fsrXFxcbzy9N/5YN16jiUnd2uMTCZj2vjxfLNtG598800/R9jeuFB31EoZdi7+KFQ2qBQyxoS6D2gMV2sybLKYLruqHxLJYJL2EEskV6lbJw3DWadmb2oZDjZK7pw2HFd7DW+tXo2XhwcajZoAX98+7UH9eus2/v7oo72eQ6OS84cF0Z2+fiQpiYbGRvy9vXs1v1qlQq1ScTY7i7FxscSMGEFNXe35181mCyOGDyczN/eiVtFn0s8yMjy8xw1J+kpna4tSoeCL779ndHTnfy6/dN8tt1BaUcHOAweYOm4cAE16EzYqBTJZ/+0xnhDhwT3TQ1m9MxOjWWTSCE9+PTO83+73S1djMtxgaOTV0++SU5+PQiZnachNTPOZONhhSSRDnpQQSyRXKUEQmBXnx6y4toNooihyLi+PhsZGFs+Zw40/HiTrre379mE0Gfv1UJdosXS74kNHlEolU8aO4bPNWxBFEQ83V5RKJWazGblcTou+ldKKCnbs28+4uLjz44YHBXLk5CmmjBvb+eT95OFl95KVm8tTL77II/fdh7OjY7fGebq5kZF9jmffWU5yUxC1TQaUchl/WRTDuLCeNVfpiYXjg1g4Pqjf5u/I1ZgI/+TtlBXkNRQiImK0mNiQ9Tk+tl6EOg679GCJ5CombZmQSCSYzWb+8fLLnE5Px93F9aLV0N4oKS8nwNeXm/q5rGJBSQk6W9s+zbHp2+9YdstSLBYLldXV7D96lPIfm2HMnDKFAF9fbrtxwUVjJiYm4uvl1af79pYgCAT4+FBRVc2XP/zQo7ETEhM5We/PmePbMBoNtBrN/GtjEmW1Lf0U7cC7mpNhgOz6XMyimZaiRkSziMliJrMue7DDkkiGPCkhlkiuckajkey8PLQaLYmxsdyzpPd7cgEsFgsvvPMOXu79u1e0tr7eKtUeJiSM5tvt2ymrrGRcfDwLb5iN5sdGHGqVirdXr2bdl19etB9TEARWbdrU53v3lkql4oW//oURoaE8/dJLWCyWbo2radTTYrDg7BNFRe4JABQygezS+v4Md8Bc7ckwgE7Ztse+7nQ1xnoDCpkCe5X9IEclkQx9UkIskVzFWlpb+eNzz1FSXk7YsGCrJLH5RUU88eCD2Nr0rBFFT5nNZn512219nqeqtpZhAQFYLBZa9Xq27tnLsaS2Q2sqlQoXJyeC/P3Prxr/5JoJEzAae9YZz5p0tra4OTlRUl7R7UN2dlolFhHUtk54DBsDgMki4mJ3eXVU7IiUDLe5N/x2VDIVzhFuqBVqfHVejPPoWYUXieRqJCXEEslVqq6hgfSsbNycXfB0czvffKIvjp8+zZZdu/F0c7NChF17fcUKq3RiO5uVTZCfH6IIrk5OmC0WMnLOnX99VGQkc6+9lobGxovGjYqK5LudO/t8/74IDgjgP3/+E0Wlpazuxoq1Winn9zeMQK2UoVXJ0SjlXBfjTVgPuvsNRVIy/LNI5zD+kfBHFoTPZpb9NJ6MfQSFTDouJJFcipQQSyRXIb1ez1MvvIhCIWfC6NGEDev7gZuW1lbkMhkP3HarFSK8tBGhoX0qB/eTe5cuoaisjIxz2SiVSubPuO6iHw6279uH2Wxm07ffXjTOwc6OE6fP9Pn+feVob4/JbCY5Lb1d0t6RWfF+vPnAeB6ZG8lzd4zmkblRAxBl/8h1FqVkuAMeNm6MdotFVS5DIZMPdjgSyWVBSoglkqtMQXEJ+44excnRAVEUmTx2jFXm/fdrr+Pj6WmVJPVS8ouLCbdCEg+wfP0GwoKDGR4cDMDGb769qBbx/BkzEASBSWPa/zndf+stmEwmq8TRF4tuuIHHf/UAH67f0K3OdIHudlwT7cPIgL4dnhxMUiLcNR9/H8ZPnTDYYUgklw0pIZZIriJms5n3P/4IDzc3Fs2ZQ3REhFXmbWxqYua0qbi5uFhlvkv5ftcuHB2s85jfzcUFo8nEidOnARg/Op7IsNDzr+tsdew9coTMczntxp5OT+doN/fv9jdPNzfKqyr5fveewQ6l30nJ8KUpFArWffjRYIchkVw2pIRYIrlKJKWm8tnmzRiMJhRyOZGhoZce1A25BQWs2rSpT/WAe2rG5Mm9bsbxS2NiR6FSKsktLAaguq4Onc3Ppdw83Vw5lZJCc2sLZZWVF42dPGYMDQ2X3qYwEARB4OlHH2XWtKn869XXqGtoGOyQ+oWUDHePIAi4evT/Xn6J5Eoh7bSXSK4CFouF/UePEh8dzeSxY/FwdbXa3IdPneK+pUutNt+lmEwm1nz6GX99+PdWme+t9V9SrI6noV7L8Vd249mSir1WxbWTJiKTyVAqldy5cCFODg7oDYaLxtra2NDcOnRq+KpUKrw9PCgqK+OH3btZNGfOYIdkVVIy3DPRcd3vZiiRXO2kFWKJ5Aq3dc9ePvr8c3IKCvH28LRqMvzmqlXMvfZa1D/W7R0I+UVFjB8db5W5iqqaSKl1oNVooSRzP6W1zWSbh3PrgvkX1fZdvmEDoijy4QV7i3+SV1hEZXW1VeKxBhcnJ555/DGC/f155pVXLqqffLmSDs/1zs4tOwY7BInksiElxBLJFay6tpaW1hYc7R149o9P4Odtve5qJeXlONrbW6X0WU8Ul5czfYJ1DgtllNSjb2xLZm0cPBFFyMk6w9YDhzidfvb8dSPDw7G1sSHQz7fdHHcvXoRCMbQetrm5uNCi19Pc0tKtQ3aSK9OEaRMHOwSJ5LIhJcQSyRVqzaefsnXvXs6cPcv40fEolUqrzV1dW8uxpGRuu/FGq83ZXVv37LXaXC46Nc31bfuCXQPiANDaueBkp6PigkYcESEh5BYU4KCzazeHvU7HKx98YLWYrGViQgKP3n8/eUVFrPviy8EOp1ekleG+ycnK6XYXQ4nkaiclxBLJFej46dOEDxtGY1MTf/7d73BxcrLq/O+uXcvExIE7RHehxXOtty92ZIAT82bPR6OSo1HJUStkPHHLNcREhBMSGHD+OkEQOHTyJCmZGe0OqwmCwLCAgF9OPSR4uLqSnZdHdl4eLa2tgx1Oj0iJcN81NTZRV1M72GFIJJeFofWcTyKR9NnrK1YQGRpKTkEBS+fNs/r8W/fs5YkHH0QuH/iC/9/t2EGAb/ttC70lCAK2jaf5x9LbqKxvZbi3Aw4qE+u//Irq2lr+9sjDAAwLCECr1aJSKlF08L4nJSZyLi+P4CGYGD96331k5eayfP0Gpo4fZ7XqIv1JSoatY96S+ahUqsEOQyK5LEgrxBLJFcJisbDp2++4duJEjiUls2zpUmxtbKx6j8ycHJLSUgclGQbIOJdjtYYcAHVNBkxyO2zUCmaM8iHYww5nR0fiokcyJjb2/HUKhYKPPvsMjVrNyo0b281jp9Px5datVovLmgRBwN/bm4xz59h98NBgh3NJUjJsPWdTzpJ8PGmww5BILgtSQiyRXCHe/3gdQX6+nMvP59H777P6/K0/HtJ6ZNkyq8/dXddOmmi1ZDyjuI47Xt3NriwTf1h5hL+tO47ZIiIIAhnZ2TQ2N110va2NLY729pjN7fdkujg5Meeaa6wSV39Qq9X8/bFHmTx2DM++/nq3WjwPBikZti4fP2/kCql1s0TSHVJCLJFcpsxmCxv3n+OptYe488//IW5kNN9s384N11xj1QN0P/nfu+/h6OAwaBUV8goLOXLylNXm+/fGUzTrTZTknabFYOLUuWp2nWlrzpFfVEzK2YyLrp89fRqtej3Txo/rcL5vtm+nsampw9eGAmdHRzRqNbX19Wzfv3+ww7mIdHiuf7h5uiOXSzsjJZLukP6lSCSXIVEUeXrDSY5nV1CUdQydvTMvf32GVU9ap1nFLxWXlXH7zTcR4OPTL/N3h9lsZtb0aVabr7K+7ZCZk08UiCIGk5mSmrYmG/cuXQK0/TkLggBASkYGDY1NbN2zh5DAQLQazUXzTUxI4MzZDMbGxTJUhQQG8rt77qW2vo5/vfoaf/7db6lrNiITBBxsB2evqZQI9x+lUsm+7XuITRx635MGs4EvczaT05CPj60XNwXfgFYxsCUcJZILSSvEEsllqLyulYMpOZw98jlKjT2VxZnU4cy5Mus/Ci+tqODt1WsGNRkG2L5/P17u7labL9DDDpkAdi7+CDIZKoWc4V72AKzY8Alf/bD1ooYbiaNGYWuj5YZrr+mwYkNCTAxy+dD/L9XP24uUjAxE5Nz49HqWvLiDxS/u4O/rTmDqYDtIf5KS4f4lCALXzZ0x2GG0I4oiLyW9w7ai3aTXZrK7+ADPnXgVk8U82KFJrmJD/39viUTSTk19A821JfiNnImtoxd+UTOQywSrJzQWi4Wyigqe/M1DVp23N3GUlldYdc6nFsfi7qBFrZShkAvcOCaAMaFtCXewvz+hwUHU1tefv97TzY0jp07h5+XFroMHO5zzm23brRpjf7lx1g3sLXUmv6iQspy2vdOHM8tZv/fcgMUgJcPtiaJIUmUKW/J3kFyVYpUug8cPHrNCZNZV0VpFTkMeRosJ0SxiEk1UtlaR31g42KFJrmLSlgmJ5DKTmZPDe2vWEh4+meLqFkwWEbkMdBolIT+ucFrLO2vXMnnMGKtXq+ipqpoaHrnPuof5PBy1rHp4ClUNrdioFeg0P++7jgoPw9HeHpPJdP5rgiBwLj8fO52O0+np3DRrVrs5b5o1E5PJNOQ61/3SvrRSLEoH6st3odI6YDGbMKHgTH7NgNz/SkqGK1qq+DBtLWUtFfjaerMs4jYc1Q69mmttxkYOlB7BJJpRCHImeo3lttCFfYqvpmpg/k57RkQAzHozxV/m4Lc4pO2rV0CbccnlS1ohlkguIxnnzmEwGvnvn//Ey8vGMSHCA29nGxJC3HjtvnGoldY7US6KIgE+PkSFhVltzt5auXETln74sJTLBNwdtBclwwA5BQVk5+ezde++i75+75IlCILAvUuWdjifv48P674c+l3hGltNCDKBgJgbcA2IRfbjwStfV9t+ve+VdnhOb9bz7ImXyaw7R52hnrSaDJ4/+SrmXjz6L2+pZF/pYfQWA2bRjN5iYE/JASpbqi49uAuL7lzcp/H9wVXjgq/Om9bsRlwneiEX5DiqHAiws16NcYmkp6SEWCK5TBxLTmbDV18TERKCQqHAwUbF3xbHsvrhKfzrttG42msuPUk3NTY18fybb3LDECklFhUWioNd+7bJ/SVx1CjChw0jekTERV9f9+VXNDU3s3rTJoxGY7txTg4OFJaUDFSYvRYX7IJSLiCTK1HbOAKgVsq4e9rwfrvnlZQI/yS/oQi92YCIiLFOjwULdfp6ylsrezxXk7EZhdD2A23Z1gJEUUQuKGg09a1yySerNgy5lVeZIOPRqAcJVQcTERbBOI/R/Dn+URSyofFk5UDpEZ4/8SovJ71Ndl3uYIcjGSBSQiyRDFHNetP5mrc7DxzAx9OTvz78e2Sy/v9nu+vgIe5d2vEq6EBraGzEYhnYw16iKHLoxAkyz128p3ZcXCyVNTVMSkykqrbjlrhL5s7FYDAMRJi95ueq41+3jcbdUYNGKSPSz5G1j0xFp7V+uT64MpNhAJVciSi2fW9WHSyjKbcBCxbUsp5X7PC29UAmtP3bVuiUNJ2rRyGT42Xj0acYo+KiMeiH3vfjvi17uCl6Hk+N/j/ujbgNnbJ/n0501+7iA6w++wkZddmcrk7jhVNvkNdQMNhhXRbyGgrYUbSX4xVJWMSB/T/bGobGj2MSieS86gY9f1xzlPyKRgQBpgeDo1DFtPHjB+T+n23ezOiYGDxcXQfkfpey98gRXJycB/Sejvb2ZOXm0fqLahKjIiNJzcwkbmQUyenpeLq5tRubU1BAYUkpk8eOGahweyUu2JWPH7VeGbvOXKnJMICfzodhDkFk1Z3D4zo/WjIbiXUZibPGqcdzqeVq/hj7e9488yHCGAHbejVPjPodarm6TzF6+XhSV1OLu1ffEmtrEkWR0BGhBA0PHuxQ2tmSvx2DxYBZb0aulmOwGNhTfIA7wpYMdmhD2sHSo6w6ux4RkCEQ7BDI4zEPnf8h73Jg9YR4wYIF2P34aNPX15fnnnvO2reQSK5o//jkBPkVDZgtUH7uMFv1I3nx/pkDcm+9Xk9OQUGHB8YGS3REhFXLrXWHjVbLrQvmt/u6VqPhh917GB0dzfa9+xgfH9/umgkJCZxMSRmIMIe8KzkZhrZH/49E/5rdxfspbipB56il+VA9RPVuPl+dN8+N/RsAr/z7ZTzmtP+Bq6dqqmpoqG8cUgnx8UPHqK2uHZIJMQi0lDRRtiWfgLvDf6xDLgx2UEOaKIqsOrseg+XnbWTn6vNIrkphlOvIQYysZ6yaEOv1egDWrFljzWklkqtKRlE9Zgs015YgV2qQqWxIK6glJtClX+9rMpn4ett2Hn/ggX69T0+999HHPPN/jw/4fVds+ARRFPnrw78/35xDLpdz8+xZyGQybl2woMNxGrWas1nZjIuLG8hwh5wrPRn+iUIm5xrfyed/vyltIxaLpc9bm2YtmEV9bT0ubn37dx85KgqT0XTpCwdQS1ML02cNjfMJv5SoiKHAkIv/HWEIgoBKpmKKz4TBDmtIM4tmDEYDJZvzkNsocJ/uC6JIvWFotojvjFXXstPT02lpaeHee+/lzjvv5NQp67VZlUiuFo4/dgyzcfTCxS8GpVxu1QNznflg3XpGhg9+RYkLNTU3MzomelDuHRkWSlR4GM0tLRd9fcvu3QB8+t13ne5tbmppprTCunWTLydXSzLckYV3LGLT6k/6fJAtLDKcbd9u7XM8ZrPZKvNYS/bZLFRq1YCcheiptNOp5G7O4DczfkWkaxijXKL4Y+zv8dcNblOioayksIR3/vsWjg12uIzzakuGARGREIegQY6uZ6y6QqzRaFi2bBmLFi0iNzeX+++/ny1btgz5mpwSyVDy5M3R/GXtcX5clCTU24FpUV79es9jycksnT8PR3vr1jHuq2NJyVw3adKg3NtGq2V4YCA1dXUX1WFWyOU0t7QQFOBPcVkZvl7t/27uW7qU6rq6gQx3SOjvRNhoNNPQaMTBXjWkuwL6BPhxcPcBxk/t28piTVUNLc0taG1639LY3sGehrqGPsVhTVu/2co9v7l3sMNoJ/l4Ei7urjzy18cQBIFx3gmDHdKQlnQsieMHj3H9gpnc/dC9GNVmXkt+j/zGQjRyDcsibsPb1nOww+wRq2aqQUFBBAQEIAgCQUFBODo6UlFRgVcHHxgSiaRjMYEufPjbSaQU1GCnVRIX7IpcZt09bGaLyK4zJZTVtuDtIGPzt9/y/J+etOo9rGHHgQNMGTd2UO599FQSzo6OVFRVXZT03nHzzTQ1NzPnmmsoKi3tcKxKpeKdNWv5x+OPDVS4g66/k+Ejx0tY8dFpBECplPPIQ6MJCuhdA4z+NmHaBFKSUqivq8feofc/ZN7/yAMU5RfhH+Tf6znkcjnXzrmu1+OtqaqiihtvuRG1pm8HBa0tJSmFw/sOc9/v7z+/PUrSntlsZvt323B2dcZitnDng3ddtOD594Q/YBEtl9VBugtZNepNmzbx/PPPA1BWVkZjYyNuHZzClkgkXfNw1DJ9pDcJIW5WT4YtFpG/rD3Gy1+dYcX2s/x91S5C4+cMuQ8CURS5Z/GiQbv/nOtnsSWlhQ3H63l7Sxp6Y1uzhdq6Ojbv3IlSoeCTr7/ucKwgCIyOHpytHoPhl8mwRbRwrPwkW/J3cLY2q8/zV1Q2s/Kj0xiNFgxGC03NRl55+9j5soRDkZePF8vf+LBPc8jlcjau3tDnWL7+ZGg0i9m4+hNUQywZ3vXDTtzcXbn/4QeG3P+BQ0VzUzOfrFxP/rk8XN1ciR87msSJYzp8+n+5JsNg5RXihQsX8qc//YlbbrkFQRB49tlnpe0SEskQcya/hjMFNbQazZRlH0Jj587GQ0XcNm0EGpX1Ot311cmUFApLSgj08xvwexuMZh59/QssWi8qCs9Q0aolq6SeF+9OxN/HB28PDxQKBZPHdF5aLSQwgJSMDCJDQwcw8oH3y2RYFEXeOP0BaTUZmEQzckHO/KCZzPK/ttf3KCppbNsiYbRQXZSCvfswjAYZdfUGnJ36f399bzi7OnP7/XdQVlyKh3fvHx1PnD6pz4f0YkaP6vVYaxFFkcnXTcHJuecl6fpLTlYO5SXlTJ3R/+UHL0flJWWcyzxHXU0dYyaPIyA4gKD+690z6KyayqtUKv73v/+xbt06Pv74Y+Ku8lPWEslQ1NBiRPbjSoi92zAc3IchCAIthqFxEr2p1cie1FK+2nOC+OjB+T8kragWPWr0rU2Y9E0YTBbSCmupatAjk8moqa8H2moOd3Z4ytvTk807dw5k2AOuo20SmXXnSKvJON+C2GAx8Nm5bzGYe98cwsVJc341WOfiT1HqdiyiiJ2ufxqJWIuLmwsfvvZBnxpjRMfH8OX6L/oUR0tzy6Uv6mcff/gRbh5D54nxF+s/RxAEFt8l1Rf+pfQzaRTmFfDtp98QPjKC6+fPJCA4YLDD6neX79q2RCLplQhfx/NJnNbeHZkAHo6a89UtBlN1g55739jLC58nsz29iUdWnaKibuA/zAUEHN2CUGrt8RvZVpP5wtQvLTMTgFa9nuKysg7ncLCzY9GcOf0d6qDIdRY73TPcZGw6/9i0Yk8x5dsLEURoMbd2eH13+PnaM31yACqlDHtHJ4aPnkvssAa+WPfpkGtLfCFBELjzwbuoqaru9RxaGy15OXl9iuNsSnqfxltDs7GZUkUFxU0d77sfSOWl5Wi1WgKHBQ52KEOGKIpkpWexd9se0s+k4+7lwT2/XYajk+NghzZg5E8//fTTg3XzDR9/zMIh1ABAIrkaaNUKRgU5c/JcFQaTheHeDvz7tnhsNYO/2vbGd6mkFtbS0tpCac5xNM5BVNa3MjlyYA/mOulUfHckg8Lsk+hcAlApZIz0d2Jeoj+CIBAaHIyNRkPE8OEIgoBW0/Fj+w/XrycyNBSNemjtm+yLSx2e0yg0bCvag1k0YxtghyAT0DapCGz1wduv9+WrRoS7Eh3pRkSYC/NmhzB5agxGg5HG+kbUajUqdd9+oDOYDewvPUxq9VkUMgVO6rYDezX6WjJqs9Gb9TiqOz/EV6uvY03GRr7P30FFaxXDHYYhE2TYOzrw7affYGOjxcmldx0XR8REUl9Xj62ud+2Ng0KCsNHZDtoe2TVff8QBt1OcrDnDruJ9GCxGIpwGZyvR6ndW4eDowLipA9P5c6jTt+ppbGjk/Zffw9nVmfHTJhAeFYFcPnS2z1mTq7bzut5SQiyRXIXcHLTcNC6Q26aEMDveb0gkwwCfHcqlpKYFi8mA1s4DuUqLRiVndvzA7iOWy2RcOyqAzMIKvL18mDzCk8fmRaH4sdTX/qNHqa6tw8vdnbdXr2ZiQsclmux1Ompqazts8Xw56k4lCa1CQ6jDMM5Up2OwGAnyDeLJKY+QcfIs0HZSvbeJnYO9Gk8PW2xt2r5fPX08EQSBN/7zGlGjRva6PJnBbOCZYy9yuPwEqTXpHCg9gofWnRp9Lc+deJWTlcnsKTlEVWs1MS6R7RLLFlMrfz/6H87V51KlryG3IZ/CpiIS3Nu2/IRFhnF47yFCR/QuCTQZjaxbvo6E8b0rBbbtu23Y2Nri4DTwVTmMZiNPPP8kdnEumEQTZtFCbkM+0a5ROKgGrsyjKIpUlJajUCmJTYwdsPsOVU2NTWSlZ7FhxTqGjwjlujnX4RvgO9hh9buuEmLpxJtEIhky4oJdSC+qBWxQqGxQK2XEDevfDn2dcdRpuG6kKzfObF/2LTI0jNTMDLQaTZeH/qLCwti6Z29/hjlgelJWLdRxGC9N+OdFX7vh5jkYDAZWvb0SvwA/Zi6wzmKIs6szf3r2L+Tn5LPtmx9YdNeSHq+EHio7TmVrNQZL215fs2hhTeYnmC3m819ru+4YYz3iCXO6+GRRWk0GreZWLFiwGC0YlEZOVJ5Gb9ajlqtRKpVMmD6RbzZ9zZyFc3v8Hm3tdMSPbd8mvLu8/Xxobmrq1diS5jLePrOCspYK3LWuPBh5T4/qy5ZUleJ7YwgAVQdLcRnniUyQU9lSZdWGFxbRQp2hAZ3SBqXs4h/wLRYLb/33DaZeP43ECYlWu+flyGQysWHFOlpaWln2u/sYET1isEMaMqQ9xBKJZMhYOjGYSRGeyASQCQJjhrtz59TBO9accjajw6/7eXthb2cHgItj13vs9h45MqT3uXaHtWoMq1Qq7n/4AWbMu561761myxebrTKvTCYjcFggIeHDyUzLoKG+Z40omk3NmMW2snpFn2VjrDfQatLTatYDUJ9WQ3N+25wVre33A1+Yfhd/mUNreXO7VxydHCnKL0Tfqu9RbD+xc7DjxKHjvRobHhWOzk7X43EGs4H/nHiVoqYSjBYjRU0lPH/yVfTm7r+Hj19bi42jLQ0ZtYimtoORFtGMj631tkHl1OfzyL6/8OShZ/jt3ic5Unbi/Gtms5nss9nccPMcomJHWu2elxNRFKkoq+CFp/7DkX2HufW+26Wayx2QEmKJRDJkyOUynrw5hm/+OoNv/nIdTy2JPb9NYTDcs2Rxp69t3bMHgNTMLKpqajq9btktSzGbzVaPbSB0dXiuL2QyGbc/cCfBocEcPXCU9DNpVpk3bmw83r4+vP7sq2Sknu32uAinUOQ/HgT0nBVAU2otYfYh5/cM24U5UnWoDIvZ3OGqZrhTKFq5BhkyvOcHYSrVE+syErX84n3Nv3rsQY7uP9Kr9xYSPpyDew72amxLcwv7duzr8bjS5nIMFiMiIvqKtsOtZou52wfjWltaGT9lPI+N+jU6ex3eEwNQyBTcEboYDxvrbCMyW8y8lPQ2jaYmjBYjRizjs2IAACAASURBVIuR5ekfUdlShcVi4aV/vNjWLGx4cJ/u02hs4t2UVfzl8LO8nbKSBkOjVeLvb3u37eG/f3sejVbD40//gfFTJ0iJcCekPcQSiWTIkctkQ6I172sfLmfy2I5rDdvpdHi5u+Pv44NWo0Gt6vhQl8lkYtWmTSSOGvxasD3R353nAFzcXPHw8mDX97twcHLAZDL3qU0xgEqtYsL0ichkcjZ//h3hIyMumQA4qh3wsvXkbE0mKATio+Jo/bSGm8bOI701GwQRx0gXQrJ8iPGJatd9TilTMNZjNPWGerQqLeOGjaHhmwrGTmq/3SbrbBb5ufk9rnAgl8vx9vVCrdH0uL6/WqPGbDLj5duzVVmjaGJb4e62JPjLHBxGuiAIAjP8pqJTdr4PPLkqheXpH7NmzRom3DAJQ1YL3o1u3DH9VhYEzibYwXolvGr1dWwt3InJZKbudBUaTxtUMhUBWl8Kk/KZfdMNePn0bTXabDHzz+Mvkll3jnpjA2XN5ZyoSGaK94Qh2YjCaDSy9r015GbnMGHqRKbPuga1Wi0lwkh7iCUSiaRXXJycEEWxww+Ss9nZBPv7Y6/TsXzDBn53zz0dzuHq7Ixcdnmd2B6IZPgnCoWCxXctoamhkRVvLid+3GjGTelbBQCZTIazqzNBw4PZ/t02ps+65pKNLeLdYoh3izn/e0OEgTMnT/OX0EeQ2cvRKW0Rxgt8/MFH3P1Q+79rB7U994244/zv95TtpqqiChe3iz+A/ccH8d7OlXy3azcTAsYwJ3BGt5Oq6spqUpNSmTHv+m5d/xOFQkF+bj6xY3pW19tV48w4jwQO5B/BIdIFtUxFvPsoPGzcOx1zpjqNt84sp7G6kcqqEt5PXc3ExnhuuXFJv1Qu0CltEREp+vwczmM9ADCLZr596yt+/eCvsbO36/M9iptLqdbXYrKYMNUbwUFFjaGO4uZSq+6D7qviwmI+W7uJuYvnM3P+zD41hLkaDb0fbSQSiWSIuHbSRJpbOq6D7OLoRHpWNrY2NpgusSVibFwsLa29r8M7kAYyGb6QrZ2O3z75e8ZOHseb/3md/Tv393nO2MRYrpl9La/86yWSjyf1aKxKrSImYRQr31hO1bkK1HI1KpWKux+6h5VvraC6suvawpOvm8KhPQfJyco5/7WiphJePPUWxeZSTmw4zHf5W/k0u+P23x0ZGReNk2vvSrfln+tdLeO7wpYy1TyGmycuYFnE7SwLv63L67cV7MZgMWKs1eM5y5+qtHKOlp3stzJeCkFBeFYAQTeH4RzgiqxFwPW0jr//8+89XhHvjFyQY9abyFuZTmtJ2+FEURTPb7MZbEnHklj55nIsZjP3/OZeAoIDpGS4F4bG36ZEIpEMQUmpaeQVFnX42vQJ4/H38QZgxuTJXc5T39DI/qNHrR6ftQ1WMnwhQRB46Inf4uHlwc4tO8jrZSJ34XyP/u1xVGoVR/Yd7tEBR7lczuNP/wGlSkVG6s8HLBfduZj9O/ddcq4Z867nwM6f9+4eLT+J0WJE5azBPtKZVoOevaWHLhpjspgwmo2dvpfSohJqa2q7/R5+0tuObIIgUHO6kkUxCxjtPuqSj91lggxTk5HcVWcxN5loSK/FM7r/VlE3rdnIzMTr+Oe4P3F/xO2MSAvg/257tE+trn8paesJHGt1BN8eiV24E0qZkkA7P7xsPKx2j54ym8388PX3nDx8gpbmZm7/1Z34Bvhh24vDk5I2UkIskUgknYgfGYV9Jx8wcrmcD9etB2Dzzp00dlHWamxcLD6eQ3vFZigkwz8RBIGQ8BAmTJvI7h92UVZcSmN97w8xCYJAeFQEao2GD157v0djf6pgsfWbH0g5dQYAW50tcxbO5aVnXqSpofO4lEolt953Ox99sBZoW80UBAFRFKk+XEbeynQES1uCaREtrD67gV/v/j8e3PMHXkt+r8PEeFTCKHZt2dGj9wDwyaoNPR7zk5tuvRmlsnu1ymf6X4OsFZxGu2GoacV7egBzgmb0+t6dEUWRjz5Yy8I7FhExcgTUiSRtPM5jjz9mte5qNdU1ZJ/Nwt7enn/f9BRzh1/PKJcoZvtfy+MxDw3K/uHmpmY+WbWBvOxcXN1cGZUYy9jJ43q8r1zSnpQQSyQSSSc0Gg3pWVkdviYIAjGRbTU8Z0+b3uWWCJVKxeZdu/ojRKsYSsnwhVRqFXf++i4USiXvvfIOqcmpfZovZnQM9/3+fj5du4lTR091e5wgCDz0h9/g5uHGoR8rPQiCwD2/WcapY0ldVhERBIGAoACOHzrGBK9ENHI1MkGG1w0BuMR6kGBqKwW2o3AvB0qPttUyxkJKzVk2Zn/Zbj6/QH+iYqN7+M7pdZdAi8XCxtWfdPv6QBs/tN+JzLx1NhzS8+j43zDSxfq1bvds201kTBQymQyz2czhvYdYcvdSq81/4tBxVrzxIZ4+XkyYPhGlXMn8oFn8PvoB5gfNQikf2GZG5SVlHNl3mF3f72Ts5HEEhw4jbmy8dFDOiqSEWCKRSDphq9VyppNaxMD5FaIAXx92Hzrc5VxO9g5UVFVZNb6+6q+yatbm4ubCY0/9H6EjQvnPX58j6VjP9gNfSBAEbrrtZvanHeCBzx/m/p2P8lLS2zQbmy85zt3Lg8y0zPMl3ZxdnYkbE8d//vo8BoOh07ETr5mErc6WqpxKnh79BFO8xzMpagLXeE7GkNpEYV4BqbUZGCwGLAYzzfkNGC1GUms6/t47euAIhXkFPXrf4VHhGPSdx9iZyvJKRsZ1v37vkX2HcdQ6cF/I7bz61MuMdI3o8T27Iooiy1//kNFjRzMqYRS52bm8/vxrzF00r88VSgDq6+p5539vEzkqisee+r9ed1W0lvQzaRTlF/Ltp98QGhnG7JtuwD/If1BjulJJCbFEIpF0wk6nY/HcOZ2+fi4/n+raWmxtbEjJ6Lru7V2LFlJZ3fVBrIF0OSTCv6RQKPjDM3/E3tGebzZ9TXlJWa/myW3I53RANrVVtWQtP0NqeTrvpq7u1tg7fnUnOnu7801FtDZa7nrobrLPZmEymTodNzwilE1rPsFZ7cSdYUt4MOoefnXr/ahUan746gdcNc7IBTmCUkbZ1kKwgIvGqcO5Zi6YRWtLzxp8pJ9Jp6K8grM1mT82sPgjb5z+gGZTx4dGf1JRVtHtqh+iKFJbXcvT/3uG159/DXevzqtR9NbZlHSiYqOwtdNRW1NLWXEpv/3j77odX1FTCRm12bR08L6LCoo4uv8IS+5Zilqjtnbo3SaKIucystm9dRfpZ9Jx83Tnnt8us9pWEEnHpIRYIpFIOiEIwvl9wh25Zf48NOq2D857l3T9uFYmk7H+q+5XFOhPl2My/BOZTEZQSBDTZk7nh6+/p7SotMfd39JrMjGLZnTDHHAe40FtZhWHL7HCfyFvX2/0ej1FBW0HLn38fHBwcuTlZ/6HxWLpcIxcLueJfz7J/h0/H8aTyWQsuWcpDk4OuOc64Kh2QKPQEDBvOGqTkttCF3Y4l5OzEwd3H+jRAcExk8bQJGvh5eR3KW+ppNnUQnJVCm+dWd7luO3fbut2crhn625++Pp7TEYjU2ZMserBNoBVb6/ExtaWxIljOHPyNCvfWkHixDHd2j9rES28m7qKfx57kVeT3+WJg/+gsLH4/OvvvfwOKafOcM3sa3Fy7vgHkf6mb9VTV1vHq8++QmV5JVOum8qCpTei6qTG+VBVp6+nsLEYvbnnTyQGk9SYQyKRSLqQV1hIzIiO90DWNzby2ebNxI0cyVurVpEYE9Plh7NSIcffZ3Drll7OyfCFVCoV0fEx1NXW8v4r7xEYEoidvV239lSWNJeSUn0Ws2hGX9ZMY2YdilYZ0yOnoLXRdmuO8KhwSotK2f7dNiJHRWFnb4eHlydNjU3YO9p3OIcgCJQVl3Ls4FHCo9q2Esjlco7sPUTqyRQenvcgw1yDGR0QS/WnxUyfMh25ouNyZSWFbcncL+scd6ayvJLtp3ZRqq3ALFow1OgRNDIqW6uZG3h9p+/Z3tEeN4/urfQ21NWTOHEMe7btZvaNN3RrzE9q9XW8lbKcjdlfklSVQrjTcGwUP2+BqCirwGK2MDIumozUs2hstMycP5MGYyOvn36fNRkb2Vt8kAA7P1w07UvTHS0/yZb87RgsRkyiCaPFyNnaLGxzlKQmpXDjbTcTGhHao5itpbmpmbMp6Xyyaj2hI8K4bs4MfPx9ByWWvvoyZzNvnlnO/tLDbCvcTaRz2PmOj0NBV405pBViiUQi6UJIUFCnr3m6uaH/ce/oxIQEyqu63hJha2PLseRkq8bXE1dKMnwhH39fnvjnk9g7OvDcn58lK73jQ5AXGusxGjdtW6MJ52h3Am8MZaLvWE4eOcnzf36WmurOW3FfKHREKB7eHlSWVwIQEh5CQ30Db73wZqert4kTxzBx+iTOZWSf/9pdD93DtJnTqSqpJt4thkSPOJbeeUuX7aevnz+zWzH+RGtjQ21RDQJtiW/ZD/lAW5e9n772Swa9gZNHTnZr/pSkFFa+tQKgxyusJouZ5068Smp1BrWGejLqsnn2xMsYflxhXL9iHQU5+YyfPoFXPn2Dp1b+k88aN1PcXMrLye9wtjYLvVlPRWsVLye9TVVr+3+HZS0VGCxGqg6W0lrajFlvpjC/gOrKaq6bO6PbVTSsyWw2s/qdVaxfvo7IUVE88tfH8Pb1HvA4rCWrLofN+dsxiSZazXqaTM28mvzeYIfVbVJCLJFIJF3Ysa/zBhGCIDBh9GgARsfEkF/ccc3in4QGB/Htjj2U1jRjsQxccnq5HJ7rCzt7O5745x/RaNV8smpDl0mtSq7ib/GPc2voQm4Onsuf4x/lkV89jMVsZtHdS6iuqOL4oWPduu+U66ZSXFDE+6++hyiKRMZEcv28mRTlF3Y6xtnVmXXLPz5fSk4QBJxcnFnz7ioO722rSxwUEkRhXiF1tXWcqU5jZ9E+sup+bvIhCALffvp1l/uWL+Tp40nkpGjMYltFDBs/O1QyJQuHze90dTg7IwsPr+7V2j124CjXzZ2BxWzucbJe1lJOvbEBC20r1xbRQotJT2FTCQ31DfgH+RM3Np5/rn6O06p0bGY5k1KTzr+Pv0R+QyFm0UJzfgPQ9ueSWXeu3T1cccSQ34xMI0dQCBSszcDDzp1ZN84e0EoNoihSXlLGC0/9h2MHjnLHr+7k3t8tuyKqRRQ1ldBc1Ejhpuzzfx91hnpMlu59jw42acuERCKRdMFOp8PLvfNHxu99/DFTxo5FIZezcuNGpowd2+F1ZovIf79IYUd6I5uTKtmbVsqUSE/Uyv5t63ylJ8IXkslk2Ds64O3vw7ZvtuLgaI+NzrbDvaxymZwAO19CHIJwVDv8WPt4OJVlFWxYuR7RImIyGrvV7czD2xO1WoXJaMTO3g4XNxdSklLY9f1OYkbHtLteEARiRo+ivKQcJxcnBEHAzcONiOgR1NXU4u7lgVwux9HZib++9neO2CZzujqNg6VHkQsyhjsGA+Dq7oZSpUSj0VwyxuSqVJ594d/YRrYdzDJW6ZkZdx0Lgjr/DG5taSE6PuaSyVpRQRGFuQX4BfpRVlxGSPjwS8ZzIb3ZwPaiPZTtLMDUYEDro0MmyDAeaKS5ponJ103h5OETrDu0CW2YPaZmEzKlDAEBCyKFn2aj0CnReNgglykY55GA5wXtpU+fSOb71ZuJmDyS0ztP4TTclYDJw3hi3O+xVQ5cFYk9W3ezYcU6JkybyJQZU/EL9LvsE+GKsgrMZjNv/+8tyvPLKHOqQRfhgNq1bbuLnVLHDQHXDXKUP+tqy4SUEEskEkkXjpw6hb1Oh52u4wYdGrUaTzc35HI5Xu7uuDh1/Lj4y8N5fHU0n8KMAyh1bjQZobi6mSmR1mkv25GrKRm+kFarJTImkrKSct5/5T1iE+NQqbt3MMnV3fXHRgdyKsor+GTlBkbERF6ypJe7lwcFuQV8/MFaEieOwT/IHzdPN0oKi3Fxc213vUajIS87lz3b9hA1Kgpo2xf93svvkJuVQ/y40VSKNWxt3ENzUwuCVoZZNJNRm8U1vlNQypQ4uzqzYcV6RiWMuuT72pT9FbnFeWi8bLGYLFTuL8Z2hCNTfSZ0OmblmysYN2Vch6/pzQY+yf6Cz3O+Ze2LK/Hz9Cc0LJSECYk9TvJsFFpSc9OolzehG+GISqbE1+zJVP9JjJsyji/Wf86oxFiO6JKpPFZKXVIldmFOWBrN6NKU6CY7o/bUoJKp8NN5c1PwnLaE2mhk05qNxCbGEjx8GB4mF2ZPncnsmBncGDwbO5Vdj+LsDYPBwJp3V1OQW8C4KeOZPusaVGrVZZsIm0wmThw+TmpyKnk5+Zw4dJywyDCmzpjKmIQxtCr1FLaWoJapUMgUPBL9AM6dVEsZDF0lxFJrE4lEIumCQi6npLwcb4+OHx3baLWcSk1ldHQ0X2/bxiPLliGXt1/1TSusRW+04OwThVHfiFJty9niun6L+2pNhi80PGI4f3r2zxTlF/Lmf1/n9l/diU83GlSo1CqiYkdSXFDMjbfeRFZ6Jk4uzgyP6HrlMzImEhdXF1JOnSEiegTevt58/+UW0s+kM2/x/HbXx46Jw87BntqaWhydHFFr1Nz90L1kpJ7FYrFQb6hHpVOTvyELjZcN7tN9kSvkNBqbzh8407e2YjAYLlmJQC1Xo9ApaS1tpjm/AZcJXqhkXe+bjU2M7fDroijyavK7ZNfn0tLYgpigYp94DL9zvoSOCOtyzo6knU7D7qiSZbfeRW5DPmV7iwizG0bM9BgyUjOwsbXBydmJ8LogmnwacYp3AxEqdhTxr7++SY1QR1ZdDk5qB8Z7JiKXyTHoDWz+4jsSJ45h/879NDY0sviuJVavfNGZ4sJiPlu7iflLFzBz/iw8fYZ2p8quGAwG9u/cT9LRkyy951ZamlqYOH0SGm37JxNLQ25kmvdE6g0NeNt6Yqu0GYSIe0daIZZIJJIu+Hp5Ya/Toe3ksbTFYmHXgYOMjo6mtLwcG40GJ4f2p6rzKxpJLahFprRBqdYhkwmEeTtwbYz1q05IyfDPBEHA3tGBhPGJGPR6Pv/4M0LCQ7pVympYWAgA65Z/TFVFFQW5+eerQ3RGZ6+jpbmFD197n/FTJxASPhwPb09Sk1Lw6uDAlJOLE6/882Wi46PRaDS4uLmw+4dd7N2+lylTprCjfB9yZwUIAq3FTbgEuDE/cPb5pjCjEmPJy87D2bV9ZYULedq48+m6TegiHDE1GWnJaODhBb/BrZMVs8b6RoqLigkcFtjutXpDAxuyvsAkmijYkImhqhVRsDD/pgW427h1GccvVZZXom9tZca86wlyCEBXqWVUaDSJE8ew6q0VhEdHEJsQyycr1xPsEEhcYhw5B7LQFih56U//xcPeHXetK+FOwwmw80MmyPhi3WecOnqS6PgY9m7bw6I7FzMyLnpAVmWTjiXxw1ff4x8UwPip43H1cENn3/HTpaHKoDdw7OBRZHIZH772PogQPzaeyddNQWevIyA4AIWy8/VUndIWF40TqgHu5tcdQ3bLxOp1GxhzwyJqBTWOYs/qSEokEslAKK2o5LsdO4iNiuzwdZ2NDZ7ubtjb2RHs709dQyPOju0L6If7OHAks4ImvQmVQoadVskzt8Sj01j3Q0NKhjumUCjQ2enw9PbgwK4DKJUKHJwcLpkk2djaMGH6RAKCA8g7l8exA8fw8ffBxrbzlS9HZ0cSxieyZ+tuPH28sLO3Y+/2vdTW1LXrMiYIAtHx0RQXFOHi5oIgCESMHEFORjaiwcK0mCmktGSQ/10WATFBPDH5YZw0P39/yWQyVrz5IeOndr71AcBeZccw32Ac3ZywN+vwbfTgputv7PT6k0dOIJfL8Q3wa/ea3qJna8EuTAYjRZ+dw3WSFw7BzkwKGd9pgp3XUMBLSW/zec63ZNSeI8o5nJaGFt54/jXmLJyHQqlg55YdZJ/NYtyU8RTmFaC10RISHsIX6z5nwS03Ehw6DFWdHB+ZJ/ffuuyismwANVXVHNl/mJGjRuLm6U5JUQnzFs/v8ImNNZnNZrZ9u5WG+kaaGpuYdeMsnFycur1NZyioqarmi/Wf09LcwrEDR7HV2RIWGc74qRPwD/K/rN5LV4ZsQvzRx+u4fvY8AGoF9UW/pARZIpEMBVq1muLyMsKGDevwdUEQeOXDD5kydiyCIPD2mjVMHjum3XVyuYzrY32JDXZhSpQXy64Nw9HWet2wcp1FavveufaKp7PTEToilLxzeax9bzVjJ4+75GN0mUyGrc6WhvpGFAo5mWmZ+AV2nSTIFXJs7XR8/MFHJExI/LFWsY7TJ0/j43/xUwGNRkNNVTVbvthMdHwMSpUSNw839mzdTWx4DItGLiDEMZhYhyjOJWUTFhl+0XitjQ2e3p6XTO53f7WDhZMXkP5DCktvX4q9g32n12pttAQOC+ywDrJGria7Ppfjyw9hE2RHa04TodNHsDBkLnKh/fW1+jqeOfYC1fpaDBYjla1VpJSnE2jw5ro5M7CxteHk4ROERoYRPzaeN55/nWGhwxgZF81nH33K6PEJODk78dIz/8PT25PECYnt7mE0Gln55gqunTODD177gKjYkcSNie/XLRJNjU18uf4LNFotcrmcUYmx+Af5D9i2jL7Qt+ppaW5h3QcfcXjfIcJHjsAv0I/wqHAiokfgF3h5vI+euiwS4l/6ZYIsJckSiWQwyOVyCoqLCQ4I6PSa0ooKosLCkMlkiKJIoF/HRfVlgoCbgxZPRxuUcut92Fwpq8KVrdX89+TrrM3YyK7i/QTa+XX5AdYXnj6eTJg2kbTkVNa8u4qwyPAuV30BfPx9CA4dxneffUtqUgqnT5xmVGJsp4morc6WhAmJbFi5Hr9APxydndj8xXfo7OzaNdRwcXOlqrL6fEJl72DPkf1HOHrgKBOmTcQ/yJ+Duw4wIiYSJxfni5IVOzs7vtzwBZE/Hs7rTGZaJl4+Xrh7ebD5s29JnNj+B7efvP/Ke0yY1vmqc5xLNKufX07cokSmzJnGb2KXoVF0vK0ouTqVU5VnMJpNGGv0CGoZyR8eZcGMBXh6enLs4FHSklNJmJBIQW4BgSGBOLk4s+LN5dz90D0YDAaSjp5i7sK57VbY9a163nnxLRQKBU1NzahUahbesajbDUt6o6y4lPQzaZw5eZq4MfEEDw/Gy9d7yB+UyzuXx+E9h9oS+Q1fEBDsz6RrJ5MwPhEbWxvs7Pv/kOFguywT4o5ISbJEIhkMH3/xZYervj/RGwxo1Gq0Gg37jx1lZHj4gH04XinJsCiKPHPsRUqbyxARaTXrOVZ+ivGeCWgVWspbKlmR/jHfF+ygurWWUIfg8/to+8Ld053ouBj0ra18/vFnRIyM6LQ7HLQ9ERg3ZTxunu40NjZQXlyGjc4WW13n5bv8g/zZ8sVmokZFEZsYR31tHUX5Rbj/osZvUEgQH7z6HkHDg9HaaEmYkEhtdS2iaMHV3RWDwciZE8lkpGYwIubnLTwqtYo92/aQMD6hy/fq4++DUqVkz7bdBIYEETw8uNNriwuKiIjuuEMjwIo3lnPNtdNpTK7jd7c+hFrR+Wp5VWs1RytOkf9ZJipnDeZWE/ZhTtw1/laO7T9KYEgQo8cn8L+nXyAyJhIff1+OHzzG3EXzkMllrHhjOXMWzsXmF3/G6WfSqK+tw83TAwdHezy9PRkZO7Lf/u2ln0mjtaWV77/cwoTpE4mOj8HRqf32qKHCYrGQmpzK+uXr8PD2JPl4EgnjExgWNoyECYk4OF56y9CV5oruVJcrs7/ol0QikVjb4rlzuny9obGR02npABiNJnIKOm/KYE1XSjIM0GBspEZfi4hIU24Djdl1CAjkNORTb2jgn8de5GTlaXIa8vm+YDsrz66z2r119jo8vD2ZdO1k9u/aT2ZaZqed5qAtKQ4KCSI8MoLU5FQ2rFiH0Wjs9Hp7B3uW3L2Ut154k/KSMoKGB7P9u+3U1bavMnLrsts5duDo+d9rbbS89cKbNNY3EpsYS/ToUdBBbEvvWUpZcWmX7zMnM4dTR05SXVGFrIt9tTXVNUTFjuxyrm3f/EBEdCRzF8295KP1EU7hOOp1uCV603C2BnOFkZsT5pOflUfyiWTs7O3ISM3gnt/cS11tPe+/8h7TZ13Dnq272b9jH7//88MXlb0TRZGM1AyO7j9KU2MTJw8fJzDk/9k77/io6nQPP9PTJr333ntvJPQqHcGGfdW16+66urt33V3Xu9e29goqvTeB0AktdAhJIIEkpPfeJsnMZMr9A42bhSAoKuJ5/oM5c9oknzznnff3fX0IiRhe4L8vBoOBiosVZG/fS3FhMY4uTjzw5EM3pQgbjUbKii/S3trO26+8xebVm3D1cOXxF57A28+baXOnX/YQJvAtv6gK8bUgVJEFBARuNIvXrSMlLm7Y1+1tbTE3M6O+S8fH+5tZlVPBzvwmorxtsVN+99CE78OtJMMAYsRkVe/GiBGpmZSekk4wAOe09Jj1caGvFJ1Rj7ZdjVEhoq6vkdu8xt/QCpe1rTU+/j5cOHueLeu2kJCacNX92znYEZ+aQF11HTnZOZw5kUt0QvSwghgRG8npY6dw9/IgdWQqeSfPMDCgGzLqWK6Q4+jixJpFq4mKj8InwBdnV2c0Gg12Dnb09qgovVD69QAM/8H36XV61i5ZTXzK8FViqUzKwMAASSOS2b8je9iWiWMHjiKXy3ByvXJU2Kmjp+js6KShtp7b5kwd9njfUHjmHP153YRFhOPp6c68sbdjU2eOXKFg5IRRvP7X/yN91AjaWtsxNTNl/LQJtDa10NnZSea4kUP21VjXyLuvvk1kbAQnj5xk+h0zSUhNvOEL5zRqDX29fXz85ofYOdiRPmYEweHBP/oCvetFo9awf+c+ykrKKC8tp762nsDQIDLGZhIcEYKp5bnFRQAAIABJREFUqekt2Qv8fbllWia+L4IgCwgI/BAOHT9BWsLwoiGXy/lw8VIWnVDT1aul/sJ+pNbeHChsYHqiFzLpjf2DdKvJMFyaHCcXyyjtqkAsEWPlZUO0byRzY2ayb182FS1VdJW2o+vW0ry3DgsfKzLtUzAzu/E5p54+niSmJXL0wBG+WrWJsKiwqy6gC4kIwWAwYG5uRq+qD5EIzJWXR21JZVJ8A3x5+5//xtXdhZDIUFYuXE78f4m3QqGgqrwSe0cHzMzNUCgU/O9Lr+Dm6UFIRAhWNtZk79h7SQS/bu+QK+RIpbKr5t0qTBRcOHeB/TuymX7HDKysL48HhG8q4L7Dto48//Bz3PPIfKxsrPG5StsFQE93D92d3Tg4OlJ3qopH5v0G8wFTdny1g6SMZHKPnmbufXeQk32IlqZmYpPieOtvb+IT4ENccvyQfR3ZfxixRIKjsxNGI0yZfdsNTz/o7+unKL+ItUtWExgaxLip43HzvPKagJ8Do9FIn6qXXVt2sm1DFkFhwRgNBpJGJOMfHEBQWDAy+bfJNQOGASq6q2jXdGIpt7whbUa/ZH71QvzfCFVkAQGB68HL3R0ThWLY6pDBYGT1zgN0ipzQG0Vo+jowt3FDKhGTEuR4Q6vEt6IMf4O/lS+B1n64mDmR5pLIdJ/JKC2VREZGcUyTi1qlRmanQNeiJdoxnJpjlaj71eh1umuKULtePLw98Q8OoLuri52bthMcETJstc3N0w1TU1OWL1xKYX4h7l4ew36tnpieRH1NHSJEjJ48hs1rvsLWzmaIRAeFBZOTfQillSX2jvaERUdQebEC/+AADHoDJUUlOLk4YmP3bf5wQ10DDTX1V8w7hktpGVvXbsYvyJ/cY6eJS/lWOPt1/YgQIxaJB5MdrkRJUQkH9xwgKj6aURNGX/X+qfvVvPX3N0hIS8DE1ISRE0dTVFBEbVUNM+6YycdvfsiE6RPZvXUXE6ZNxMbOhtrKGsZMGXtZ3NumlRuQmyjIP5mPu7c7sUlxV83CvV70ej1LPlnMudwCJs6YRHJGyk2zyKy7q5uc7ENIpVIWffgFSitLUjJTSBuVjrmFOU6uzlf8uVQN9PKPU2+wv/4wR5tOcqI5lxSneGTfMZDlVkYQ4mtAEGQBAYHhyNqbjYW5+RXzhfu1On6/6ARn69ToxaaIRCLMbS7FaolEcOcIX8xvQNbwryVWzc7EFn8rH1zNXQYFVy6Rkewcj9ZSj7WNNZPSJxCtCMPJ2YnS8yXo9Xqy1m3FJ8AXVXcPFleozn5fTM1MsbK2QiwRU11RTU93D/aOl49iBlBaKskcNxIbOxtysg9xIuf4FVsoxGIxDk4OfPHB55hbmJGYnsTmNZuJio8asp2LuytrFq8iLiUea1trli9cRllxGWmj0uls6+BQ9iEiYyIGq6T2jvbs/GoHsUmxw16Pu7cHGrWatpZ2YpNi6dR08Wru26wt+4qsqt0oxHLazzUP23rx56de4u6H78agN+AbeOUoQrhUyaypqCYwLJg1i1czefalPvyta7eQNCKJPdv28MATD7J76y78Av1QWilZ+uliJs+cMuTzO3M8l20bsrCysULdr+aOB+7EdRjh/z401jXy8ZsfIjdRMHnWFGKucu9+ShpqG1j15UrEYjH5p/Lw9PXCP8iflMxUXNxcrql1Y0nJGkq7yhkwDKAz6unXqenXqYm0u/G91r8UBCH+HghVZAEBAbgkvEeKW7hQ34ulUomD1VArXbi7mGPFzTSUn0ZhboNEpkAsAoVMwsxkb0aE/vCRrbdyVfhaMZWaEOsQSZpLIkF2/rh5uOHm6Y6TizOuHq7kn8pjYGCA/FP56HQDNDe2YO9kf8P6Jx2cHHBxd+XUkVMcP3SM8GHSDEQiEY7OjhgMepSWShobmjA1M70s0k0kEpE0IgmdXk9dVS3jpo7n8/cW4h/sj8LkUj61TC4jNjmObRuyCAwNJCQ8hLxTeUTHRxMYGkjB6QJ8AnwHJ6FJJBIsrSyxUFoM2+6w7LOl1FXXMmHGpEvZvvkfU6Oqw4ABI0aKai9wW9pk3Gwvl86K0nK+WrWR2++dR1xy/FUr8ks+WYyllSUKEzkTpk2kpqKGw/tyuPOhu9i4YgNjp4zji/cXcs8j8zm6/zBSmezSEI2vz3tgYIDzBUW0NDYTEhGCudKCzHGZ1/ZhXQP7d+1jzaLVpI8ZQca4TNy93H/WxIWO9g7U/WqWfrKY/FP5RMSGExEbibefN8HhwTg6O17X+Wk1WjYXb6dkVxEdp5qxDLPFiBETiZw0l+ETc251BCG+QQiSLCDw66Jfq+O3nxzhREkzuRfKybnYj4uNGT5O336VuvJgGfUd/UikJohEYqRyUxytTXh5XiyT4i6f8nW9CDJ8dSwsLTAzNyNpRDJmZqaIJRJO5hzHysqSvdv24ODkSFdnF1Y2V+6XvR5EIhH+wQFExkWxY9N29u/aR2Rc5BWrda7urtg52rNm0Spysg9hYam8bCCHSCRCaalk67qtiEQi0seM4NCegwSEBAzKj0gkoqSoGFW3ioCQQFTdPezasouEtETKS8s5vO8woVFhmHw9Wry6oprzZ4uGrd4WFRQxetLYwRzipSVr0aOnt7IHmZWctuON2FrZEuMTddl7P39vAdGJsRiNxqtWhzVqDRqNhr1ZexgxNhMrayv27cgmKi6KzWu+4s4H7+LU0VOMnjSGzo5ONP2aIS0aBoOBN19+HR9/X04cPs7oSWPx9PUc9njXilajZdmCSw8EyRkpjJ40Brlc/rOIsMFgoOB0AScPn6C7q5uDu/bjF+RPxrhMYpJiMTUzHXwwuhaMRiOH9hzkeM5x9Ho9G1duROFgQr+3DstIW0QiETKxjHiHaEJtg37EK7u5EYT4R0QQZAGBW5fdeXXsL2xArdHS0XAeM1sv8qvamZf+7UKi0oZuyhq7kcjNkcpNkUlEjAh1ZkaS9w8+viDD145IJMLSyhJPH0+i4qNxdnPhyP7D9Pb0UlVehUgk4vzZIlzcXJBKf3jvaUBIAB5e7jTWNXDs4LEhEvsNCoWC9DEjiE9NYPeWnRSfKyYkMmSIQItEImKTYlEoFJw5kcvY28bx1t/fJC752x7ZwNAgVD29aDVaImIjObj7AN2d3UyfNwN1fz+1VTX4fS2oTq5O9Kl6cRomXsvcwpzD+3IIjgjBy9eb/fWHUevVNG6vxjrCDnoMTB4xCU/LoQvJelW9vPPPt5k0czIjJ4waViJLikrYum4LoZFhpGSm0Nfbx/pl65h73zzOHM8lIi6SL95fyLS50/nojQ+Ijo8mIjYSuCR1G1dsoKGugcb6BlJGpjJ+6oQfvHCurqaOJR8vwtPXk4CQwEv3+zpk80ah1Wo5few0a5esxtPHk9qqWtJHp+Pt70NMYuxVs6z/m4baBqorqikqKGTTqk14enug1xsYMSYDVw83EtMSifaK4nx3KaqBXiQiCX6W3twfdAcS8c2VlPFTIgjxT4ggyAICtw5nKto4XdYGYikKM2ukMhOMRrg789u4q3BPG46VNKPW6pFJxLjYmvHnOdHIZT/sj44gw98fqUyKXCEndWQavoF+dHV2cWD3Abx8vTi09yAyuZz21rZhe4GvFXOlBXYO9nR3ddHd2XXFfYpEIhQmCqxtbGhtaqb43AUCQgMvqyqbmply6shJpFIJKRkpFBcW4+zmMtjyYaG04P3/e5cRYzNIzkxh3859+Ab4UV9bT31tPV4+npiaXephP7j7AO5e7oNV4/9k1ZcrESNGrpATGBqIt4U7J5vzkEolmDtZIq8S89j4hy5LI/j4jY8wNTMhdVQaDk6OV7wfer2e4nMXaG9tx87eFk8/L/JOnsEv0I8tazeTkJqAXqcjPCaSnq5uRk8ag6PzJXHvaGunobaB4vPFRMdHkz4mA8dhjnOt5J44zYp1KzHYwthx43BxdhlsL/kp0Ol0nDmRi1QqZcE7n6LqVhGfEs+IMRlYWlvh4+9zTbJvMBjoU/Wyf+c+tqzbgqevF4f2HMQnwJfohBiSM1KwtLLE2c15SKuMVCxlhEsyKU7xjHHPYKx75q9ahkEQ4p8VQZAFBH65KGQSdp2pRW8EqcwEmURMvL89oyO+7a+UScVMjnUnMdCBCdHu3DvSHxP5D6tACjJ845DKpHj7eZOSmYq9owM52YdQ96tpamhELleQk30IDy/3H1SFdPVww87BjoO7D1BeUoZ/8OXVYlt7W0IiQ9m/cx9frdr09Xn5DNkmLCqMAa2OYwePkDgimXf++W+SM1MQi8VIpVIS05IoKSzG2dWZs7n57Ny8kweffAi93sCOr3aQkJYIXJLnM8dz8Q8OuOxcZVIpUQnRHM4+RHJGCvamdqQ4x9Nc0MDt6bPQnOkheUTKkPfo9Xre/7/3CI+OYNLMyVesDg8MDPDaX/5FQmoikbERmFqYsfCdzxg9eSzqvn6UVkoKThfgHxzAtg1bGT9twmBfdVnxRZYvXI7BYMDO3o74lEupFN8HvV7PnqzddPd0s+D0UlrDeinVV3Ko5ShR9uFYyn/c5AhVt4otazfTVN9IaVEJBoOBgJBA0kal4x/sf80tGmdOnGHfjmzMLcxZ9tkyrGysiIqPImNsJkpLJeHR4VjbfvdwEJFIhJnMDDOp6a9uKt2VEIT4JkLoQxYQ+OVgq1Tg66ykoLIdI5Dgb8+Ls6MuyxUWi0XYKU2wU5ogFn//Pzq/liSJnwORSIRMLiM5I4XQyFC6OrvYk7WbqPgoDu8/jFqtoaWxBSdXp+8lDiKRiNDIUAJDg1izeDV5J3KJiI0csi+RSERiehKxSXEc2X+E7s4u3Lzch1SLlZZKqiursbK2JCQylLbmNmzsbC6dv0xG3sk8KssqmXnXbPr7+rF1sKWnq4delQoPbw9MTE2wtrFGo9Hi6Hx5hbWlqZkDu/YPphUASA0Szh7MZ0zaaMKiwy+T0fdefQetVsvv/vp75IortxqUni9BIpZQU1VDaFQYtRU12Dnac/LwSQwGAykZKZSVlOEf5M+YyWMRi8Vo1Bo+/fcnSKQSerp6uOeR+YOtH9dLr6qXLWs2I1cokEoktDh1USS7yIBxAJ1Rx4BBR2V3NZmuqd9r/8Oh1Wrp7upm69ot7N66i4i4SOwc7IlOiME/OABvP5/vTITo7uqmrKSMqvJK1i5Zi629Der+flIyU3F2cyFpRDJOrs43PHP518jVhFhkvNp8yh+ZybdN49/vL/y5Dn9T423o/rlPQUBA4CdEqAr/PPT39bN84TKcXJxQ9aiIT03gRM5xJs+aMmSC3PXS0tRCZVklvSoVI8ePuuz1pvpGVn65EpFIxDN/evay10vPl3Jk/2Eyx49k06qNPPOnZwfluraqBrlcTk93D3//3ct8umYhe7J2U3mxgqdeegaAFZ8vJ3P8SNw8hi7kyz12mvNni6iprOHFV/8EfD2Vra+P3Zt3MmJsJi7uLoPbGwwGnpr/BM5uLvzltf+54sPCmsWrsXOwJygsELlczqdvf8K4qePxDfCj4HQ+UpkUV3dXujq7Sfh68VxddS2VZZW0NLUQGhlKQEjg93oQaW5ooraqltrqWqITYvD0ubT4bmnxGrbkZNF2pBHXqT7IrORYypW8k/bqdR/jv6mvrefUkZOERYWxfeM2xk+bcF3nr+5XU3A6n6MHjnL7fXPZsXE7iemJ3zkuW+CHE2xz+bcm3yBUiG9ShCqygMCvB0GGfz5kMhmxSXEEhQUhAnZ+tZ3k9GQO7jlAZ0cn9TV1uHlefySXuYU5bh5uVJVXodfp6OroxMbuW8G2UFqQnJFCS2Mzyxcuw2Aw4PsfU9/sHOzQarXY2dvh5unGwIAOC6UFIpEIEzNT3nn1bSbPnEJoZCi1VbUkpSdxLOc4qSPTAPDw8UTTr75sGp2NnS1SiZSaqktJCwDHDx5D1a2it7ePuJShcWrbNmyl9HwpT774FFZXGDQyMDDA+fwiigoKSUxPoq217VLcXG0jp46cYMzksWxYvo5RE0bhF3Sp9z5r/VYKcguoKK1g8qwpePp4Xff9vXDuPOp+NTs2bSd1VBpR8dFY2Vih1WpZsXA5TZWNdFirsIq3R2omRSKSEGztT5LT8CPYh8NgMFB5sYIVC5dhrrSgtKiE6IRovPy8SUxPws7B/qrnX1Z8kd1bd2Frb8vn7y8EI4REhZIxNgNLK0tikmJxHGYRpMCNRWiZuAUQWi0EBG5NBBm+eXB0cSI5IwVrWxvqqmsBqCqrQi6XsWXNFtw8XK976Ie3nzcWlhbs2LSN7s5u3Lzch2QjB4UF4enjSUFuATK5DGtb68Gv2N083aiurGZv1m5sbG3YtnEbsUlxSCQSgsKC6VWp8PT14h9/+BuhUaHUVdVy6uhJElITMTE1Yc3i1cQmxQ6RNXW/mkUfL8LLx2uwIllVVol/cAAatRoP76HxZu/+7ztY29kw446Zl0lfdUU1G1dsIDE9kaQRKXzy748QicWMGJtBf18/Tq5OSKUyxk8dj6W1FU31jaxbsobG+kZiE2OZfc+c60pWMBgMVJVXceroSRrqGohOiBnsNz5/toilny7Gx98H/+AAxo0cS79cQ1VvLRKRBHdzF56IeAi55NraDqorqtHr9Xz+3gJKz5cQkxRL0ohkXNxc8A8OwNLK8orv02q0XCwupaWpmRULlyOXy+jt7SMqLgoXdxeSM1Lw9PXCxNRE6On9GbiaEN+4uYcCPzmV4qG/kEKbhYDALwtBhn8ezrYVsaE8C61hgAyXZMZ7DI0RU5gomDZ3OnApsmv7xm0kpSezee1m3DzcUJgoyBw/8prj2+RyOfc8ci8An739CU6uzkyfN2Pwdb8gfxxdnHjj5dcRAb//+wuDY4NDI0ORyWRIpRLSRqVRV1OHm4cbzm7O7N+1j7O5Z3nx1T+Rs+cgj7/wJK//9TVU3SosLC3w9PakuqIaL1+vwWOZK83x9vOiprJ68P9Mvh4ccu7MWVIyv+2xPZubT3dnN/f8Zv4V5S33+Glqq2owMTOls6ODzHEjaWlq4f1/vcukmVPIPXaKtFHpiMVi2lraWLNkDSPHj8TO0f66ps19k2u84J1PGTE2k7FTxgGXBHnRR19iYmrC+KkTeObPzw3p170rYDazfG5Da9CilFlcVUB1Oh1H9h2mo70DBycH6mvqGTd1PE+++PRVz21gYICLF0rJ3p7N5FlTyN62l+CIEFJHphIS8eudCPdLRKgQ30IIVWQBgV8Oggz/PJR2lvPu2U9p13SgGlBR2lWOTCzF38r3ittbWlkSmxSHg5MDRqMRkQiKz11gQKsla30WTi5O1zX0Iy4lHntHe44eOEJ7axuuX/f4KhQKRk0cjZ2jHcs+XUJfXx/+X7cY2DnY0dbSxlerNqIwUXAy5wRh0eF4+/nQ2dFJUFgwp4+epjC/ELlCTnNDE0HhwfgH+1NbWTPk63iRSER7azuN9U2kjrwkvxuWrSM2KQ4vX+9BEQf43cPPk5KZyqy7Zw+5Br1ez7v/+w4JqYmkjUzjyw++oLWljfCYCOzsbenu7Gbk+EySM1MxGo289fc3aGlsQWmlZNTE0cNWV/8bdb+as7kFrFu2luDwYMZNnYCbpxvFhRdY/PGXuLi5EJ0QTUJqIqZmplecSigVS1FIFJfJsNFopLenl8P7cvhq1UZ8A/zo7+9nxJgMvP28hww7+U+a6hs5sGs/llaWLHx/AZ1tHQSHh5CSkYK9oz2xSbF4+ngK1d+bFKFl4leMIMgCAjcXX/Yf4i/FH/BVxTaqemqJsg9DKha+rPup2Fy5g4qeKgBU5V2IzCW0atsZ6371scAikQg3Dze8/bwJiQzl7JmzxCXHs3XdZiouVlB5sQLfQN/vTBQAMDM3w8ffh/yTecjkcvr6+gZF1MnFGXcvdwrzC9Go1Tg6OyKRSgZj2zT9GvxDA2huaMLOwR4Xd1de+/O/eODJh9iwfC33PnY/Jw+fxMbWBlt7W5YvXEZietIQWVy/bB3dnd1kjh+JSCTCysaK7B3ZRMZGDSYZlJ4vJWfPIcZNm4CP/9B4uDMncrlw9jxeft709/XhHxKAqruHs7kFODg64O3vjbu3B2dOnCFn7yHqquv4zbOPEBUffU2iaDAY+PKDLyjML2TSzMkkZ6RgobRg8ceLyDuRS/KIFDLGZWJrb4ep2bXHsvSqejmcnYOJiQmfv78AiURCyshU0kalY2FpgauH25DPz2AwUFFaTq+qly8//JIBrRaVqhcPLw/cvd1JyUwlMDQQUzPTYUdlC9xcCEIsMIhQRRYQ+PnI4jxfXFiBxqDBgJFWdRvN/W3EOVw+Jlfg+rlUwb26cBW1Fw8KcV+1io5TzSgtLOk42oSDk+OQCulwyOVygsNDcHBywN3LHaWlkryTeTTW1rN76y4cnR2HLKC7EiKRiICQQOQKOeuXr0Mmk2Lv5IBYLMbGzobQyFDWLl7N+uXriIiNwNLKclD+Vi5cjsFopKqsCv/gAAJDA6mvrWf0pLGsWbwKG3tb4FL/srObCwoTBXL5t72zZmZmVJVXkjQiGbFEzI5N21Gr1YOL7ABeePR3TJwxiSmzbxtyT7eu28KAdoCpt09l9ZcrqSitRC6XERkbyamjJ5l73zwcXRxprGtk6aeLmXnnTG67fRoyuew772t9bT2fvPkRJqYmTJo5meiEGMqKy/j8/YVY21iROiqNxPQk5IprH7fc3trO6i9XoupRUV5Shr2jA76BvqSOTMPTx/MyAa6prGHt0jUoFAp2b9lJr6qPmKRYUjJT8PL1ws3TDVt7W6EC/AtFiF0TuG6EfmQBgRtLpa2R1Rc3srNmHwBNu2tAJMIr05cnnR/Exd3lB8V8/Zpp7W/j/bMLqe2tx1Ku5JHQewmxCbzito19zfz91Bto9JcKAXKxjN+E3ouHzhmtVktOdg5N9U089NTD6PQ6rK+QrHAlDAYDucdPY2llxfpla7Gxs8HW3o7Z98y5pqqxwWDg7VfeIjYpjlETRw/+v6pbxXv/eofohBgmz5oCXOp3zd62l9DIUFqaWohJiqWooIjS8yWcOZ5LXHI85/LOMePOGQSHh7DgnU955LnHBve5dskayosv8vt//JGe7h62rNlMckYKASGXIqnaW9t5/qFnue/xBxg14dvIOHW/mjdefp2g8CBsbG3w9PYi//QZerpVpI5Mxcffl462Dha8+ymOzk6Mnzoe32vIFd63cx+nDp/giT8+NbjYbMXCZXR39fDgkw9dlwD3dPeg7leza/MO2lvbuf+JBxnQDmD79UPCf9Ld1c2ZE7mEhIew6stVODg7MGHaRGRy2TU9GAn88rha7JogxALXhCDIAgLfn2/6hbdX7WFjxTZ0Rh2GAQMDHRpcHJyZ2J+B0lKJVqMl7+QZps6dzp6s3RiNRiZOn8ihvYcuxUpZWyISiXBydb7mBV23OkajkRePvUKrug0jl+6zQizn1aQ/Y2ty5QeMht4mdtXsQ2PQkuacRJht0GX77OzoZNOKDXgH+GLQ67G0tiImMeaq9/1CRyknmnMRqSHWLJz9G7MBERq1mmlzZ+Af7D/se7+ho62dA7v2ExgWTGjkpUVZzY3NrF+2Fld3N6bNm45IJKKjvYM1i1ZhbmFOcEQI8SkJbFq5galzp7Ni4XICQgIpzDvHQ08/zKIPv+CeR+8dPPcP/u89mhqaeOGVFzEajXR3dLF3+17u++39ALz4+AvY2NrwwisvDopoY10jX63eyMw7Z7F68WqaG5qxtrUiKj6a+pp67nlkPl+t2khDbQOOLk7MmX/7Va9To9aw6suVODo7kjoqDQulxaXq7JI1jJk0hvDYiCFV7atx/mwR586cIzwmnJzsHCbNmIS7l8dl29XX1qNQKFj22VICQwNxcHZAIpESFh12zccS+GUjCLHAj4IgyQIC381/Lp7r1/Xzt5Ov06XtwWA0IBaJeCby0WGrmXCpctje2o7RaKS5oYniwmIyxmWy6osV2NjZEJscx56tu0nOTKWzvQOtRkvmuJE0Nzbh6OyEheX1xYT90ujW9vD7Iy+jM+roreimr6oHhyhXfpv2IAlOMTfkGP19/Zw+eoqAkABWfrGC0Mgw0seMwNTs23G4J5vO8PmFZWgNA4gQYSo14R8JL6Jt09Dd1cWaxWtQmChwdXfhrofvuWrFU6/Xs33jNkIjQ7H+uhfYaDSy9NMlHN6Xw5/+9ZfB5IgVny8nNimOitZKzlqVcmbtCQJdA+g42YyllSW33zuPkMgQyoovDqYetLW08elbH/PkS0+Ts/cQtvZ2OLs54+3njU6nY1raFP76xt+GtFC89693UfX04O3rQ3RiDOUlFym9cJEn/vAkRqOR7Zu20dXRxYRpE3F2cx722upq6ti4fD0z756NWCTGwdmBDcvW0VjfxG//8DhSqfQ7q8FarZbSohJ2b93F5Fm30VBXT3RCzJDMZaPRSFtLG7u37sIv0I/aqlp0AwNMmzcDuUJ+xQV4Arc+ghAL/CQIgiwg8C3DpUiodRpOtuSi1msJtwnGxfzGBfKrulWDIrx/1z5kMhkOTg4c2X+YUZPGkH8qj9amVu56+G4O7j5AUFgQzm4uGI1GbO1tf5GSMKAf4PFDL6A36jEajKib+jBRKIhrDcPQpmPuffPYun4LCamJBIUFoTC5PHHgelH3qynILeDIvhzmzL+dooIidigO0inrwag3AkYkEilTvMYx0/dSm4PBYKBP1ceyBUtpb21DrpAz445ZV60ad3V2sezTJUydOx1XD1ekUimqHhWfvvURqaPSSclMpa+3j1WrVrHm9EZs0h2RmErpLegkxD6Qx297lM/e/oS/v/0Kb/39TX7/tz8AsH3jNnZn7eKf7/4vZ47nUl9Xz+y75yAWi3n1pX/S1dHFax+/jkgkwmg08slbHzNq4iiOHTrG2dP5yBUKUjJSCY4IobW5hezt2Ti5OHHf4/dDWXuYAAAgAElEQVQPW2nNO5lHUUEhySOSsbG3Rd2nZtmCpYwYM4KEtMSrtpUYDAYK887h4u7KsgVL8fDyYNLMyUMeSDRqDefyzuLs6sz2TdsxGgzMmX87Wo0WJ9fhBV3g14UgxAI/C4IgC/xaudkj1XQ6HY11DRgMRlQ9Ks4cP03a6BHszdqDXq9j4ozJfLVqIxFxkZhbWNDd2UViehK9Pb3YOtjedF8v76rZx4byLAxGAxKxmBDrQJ6K+M2gLPX2qOjs7KK2sobjh44z486ZbNuQhYe3B6MmjkYsFmNiennE1ncxoB9ge/Ve8vPzyS/MR2Qrof10M/p+PZahNoyOzmR+4p3YOQxdyKPVaCkrKWPTyg0MDAzg5ePFvb+9f1hR71X18u6r7zB+2njiUxJQdat4+5W3cHF35eFnfsOO6mz+/a+3MPNVIlXKMPNQ0nW0BdMTIoLDg5l192ykMtlgC8b5s0VsXv0V9z52PxfOnafgdAHP/PlZjEYjoyNHsmrXGpy+jmrbu20Pm1ZtxMvXm/iUeFQqFXkn8/j9y39g3bK1FOUX8tvfP37ZQA+4VOneu20Pbh5utLW0EZscx95te6i8WMljv/stChPFsPdWo9awa8tORCIRllaWaDQa0kePGFxY2NXZhUQsYfEni3B2dcY/OICerm5ikmKva9iHwK8LQYgFbhoESRa41bnZZfh6+KaXtr6mHi8fL7Zv2oZOpyM2KZZdm3eSlJFCY10DVWWV3PnQ3ZzIOY6Xnzfevl4gEv2kYlLaWU5FTxV2JrbE2EcgFl292m00GmlpakGjVrNtQxYxSXHUVdXS0tTMHQ/ehapHhYuby7CSajAa+L/cd6lS1TJgGECMGCNGdBodRp2Btr0NRMlDcLV1JSE1gbyTZ8gYl3nZsAaDwcCiD7+gprIWuULO7ffejl+Q/xVzc7s6u9iyZjMjxl7Kyt25eQdb1nxF8iMZ7NcepzWvkdq1Zfg8GIKmrJenMx6lp0dF7rFcnvvr8+zavJM7HriTrs4uXn7mL7zy/v/y5YdfMPfeeTi7ObN8wTL2btvD5xu+RCQSsXvrLmQyKV1d3ezYuB2llZKZd80iMi6Kl5/9H+Y/ei/B4SGXiW2vqpedX+0gPCactpY2AkIC+fLDL0jJSCFtdPoV76ler6ezvZPjh45RUlTM3b+ZT1dHF35BfohEIlTdKvbv2oe5hTlajZb6mjpmz78dExOTwag4AYHvQhBigZsWQZAFbiVuJRm+HoxGI3q9nsqLlQwMaJFIJBzac4ikEUmcyztHS2Mzc++bx9olawgMDcLLz4vWplbCYsIRi8UoLZU3TYxVX28fRoOBrA1ZmJmbYWtvy8nDJ5l+xwzU/f14+nhhZm5GRXc1r+e9h0avRd+vQ6yQIBGLsZJbYio1Za7/dCLtwujs6GT/zn3YO9iRezwXoxH0eh3z7r8DaxtrzP9jFHR5SRnrl69D1a3C1cONh5/5zWWtBFqNluzte/Hy88LDy5NeVS9ffPo5572rkHmbULnsAhIkzJw1g3BFMGuWrEYmlfHHV/7Ito3beODJh+js6OSJux/jzc/epr62norScubMv50pyZNYuOELXFxd6O7q5pn7nsLe0R7fIF/MzM2RyWRotVpaG1sYM2UcMYlDe7Sb6htpqGuksqyCoLAgqsurKT1fwgNPPDjkOr+hpamFw9mHSEhLZP2y9WSOH0lkXCRGo5GLF0qRKxQcO3iU5oZm7v3tfbQ1t+IT4PuLbO0RuDkQhFjgF4UgyQK/RH6tMny96HQ6Ots7qSqvxNPHiwO79tPe2sbkWVPYuGID4TER6PV6SopKmHPPHIrOFuHk4jRYNZXJvjvP9kbzjfAf3X+E6ooqUjJTWbx8CcX2VRjMjKgb++ir6sFttA9R1f5EhUcxYmwGMplsiOgbDAZKioqxtLZi5ecraG9pw9XTlTGTxyISiQgMDRrcft2ytRTlFWIwGpl33zz8gv2HtKo0NzazfMFS7n/8AUzNzfjz83+iRdROzINJ2LdaseHVVbz6wb/4atUmOto60OsNvPCPFzAYjDi7OfPa//yLGXfMYu2SNdzzyHzU/f387uHnyDq2g462DtYvW0dkbCRLPl2MuYU5T7zwJNs2ZNHZ2cWL/3xpyHWdP1uE0lJJ1oYsJs6YxJpFq0lIS2Dk+G8j2765/qb6Jjau3EB8Sjy9ql68/X1wcXMBYMXC5YglYpJGJFFRWkFKZgo2dpfHpQkIfF8EIRb4RSMIssDNjiDDN56BgQFEIhHnC4ro6+3D0cWJ7Ru3EZccR3NjMxWlFcy7fx5rFq/GN9CPqPgomhqa8Avyx8zc7Efvc9botbx07BUay+rpLu3ANtqJnuwW7kqei5OLE90dXRQXlZA5PpPayhrMzM0ZOXHUEEk2Go3kncwje/senFydaa5vwgjEJMYwetIYABpqG9i0agPNDU2YK5X89vePD2lFaW5oYuG7C5g9fw69PX2s+HwZ9z/+AAd276e+pp75j97Hvh3ZnD52ikefe4zc46d59Pnfcv+0+fzhHy+yc/N2nv/r75mVOYM//vNFkkYk88z9T9HR1oGVjTVxybEEhASx8vPl/Pm1/xmUV4PBQG1VLecLimhubMbVw5UL5y5w92/uGZLd3FDbgEgkYvvGLDQaLfMfvRe9Ts/p46fR9KtRWiopyC1g1l2zUFpZYmZu9qN+bj8EjV5LVU8NMrEML6X7sG05rf1tfFK0iPreJhxM7Xg09D5czYWFfTcDghAL3HIIkixwsyDI8M+LwWCgv7eP/n41xecu4O7twemjp6ivqeP2e+eyZvFqfAJ8sXOwoyi/iPHTxtPa3IallRKfAF9EItH3btdoV3ewpHg19X1NeCs9uDdoHhYyczra2jl35hxeft5kb9tDr6qXiLhImhuaKS4sJiYxBhs7G/p6+0hKTx6MxmtuaKK2upaSohIK884hV8gZNWE0wREh2NrbcnT/Efbv2o+qR8Xsu2cTEhGCudICg8FAr6qX5QuWkTYqjaz1Wxk1cTQ2tta88NgfmDJ7Ktnb92BlY01UfBQ5e3LIO3UGU1NT+vv7CYkIpa6mlv3nDvH5ewtIG53OwncXYGFpjpW1NXK5nEeffwxzpQUatQaNRsOHr71PcmYKZ47nEpMUNzjAw2g0cvzQMSrLKgmNDKUwv5CI2AjMzMwozC+krKSMux++h7rqOkKjQm+6BZrD0aZu59XTb6PWazAaDXgpPfh99BOXjV3XGfS8eOwfdGg6B3OxLWTmvJb8MqbS61+4KXBjEYRY4JZHEGSBnxpBhH959Kp6kUgknD97npbGZsJjI9iwbB2hUWEAFOUXMvPu2WzbkIWLmwupI9NoqGvA3csdSyvLH9TnrNVqKS8pQyQSUV5SzoVzF4hNiqW4sJja6lp8/X3JGJdBdWU10QkxWFpZotPpWL5gGeUlZYCI1FGpKBQKIuIi2b15JxUXKxkYGODhpx/GzdOdvt4+TuQcx8rGir1Zu2ltacc/yI+C3AJiEmP55M2PiY6O5vnnnuO2225DKpWi0+nYunUr77z7DgUFBchN5Fjb2jBq0mgaaxoYe9s4xkwei0at4eyZArLWZ5GUnkRlWSVz75uHrb0tqm4VRWeLOLIvh6lzp9FU30RdVR0tzS1MmX0bxw8dI210Om4ebjfok/zpeTPvQy50lGD4WnJlYhkzfSYz1jWTnu4ezM3NKb1QSl1HPSvbv6L5dD2mbuZYhthgKjHhmchHCbT+7ql9Aj8ughAL/CoRJFngx0KQ4VsbrUZLZ0cnEomEvJNncHZzofJiBeUlZYOLAx2dHQmNCiP/dD6pmano9QZMTBW4erhd16Kv1uZWWpqaUfdr2L8jG29/H2qramhtbsXKxpq7Hr6bi+dL8Qv2p6SwmI72DvJO5qFRqwmNDCMhLZHtm7ZRU1HN+KkTSEhLoK+3j7VL1jBt3gwWvP0JTq4urFiwjBUrVjBt2rRhz2Xz5s3cfffdBIQFkJKRyv2PP4i50pyP3vgAiUSCXqcnPDaClIxUTh4+QUBIACs+X46JqQku7q54+XpzaM9Bpsyegr2Tw5BBGTcrarWahtoGLK0tOXn4JA219WSMy2DBOwvw9vNCp9Nz/NAxJJMtKF5/FgCfR0Jpya4jLi6eST5jqC6vZsK0CZw/dx6xuZRFXWtQq/qRKuVIFBLkYjl/iXsedwvXn/lqBQQhFhD4GkGSBX4oggzfXOgNeiTi4Yc6/JgYDAY62jqQyqSUXbhIVXkVaaPTWf3lSrz9fXB0duREznEmTJ/EuTNnL7VATBxNY10Dzq7OV0xegEv905UXK7GytmTVlysxNTNFq9XSVN+EhVLJ1LlTaaipRyQWc/TAETrbO/Hx98FcaU59bQPtLW3cft9crGysWfLJInZv3sXSJUsHZbijo4N9+/aRfyYXsVjMX/768mCaxebNm3nw4QdZkrWcz976hNjkODra2pk0YzIH9xzA1NwM/YCOjvYOelV93PngXZSXlBEVH/2zTEUcGBigsa4BmVxO6fkSLp4vZdy0CXz0+gdYWlniG+jLlrVbmHX3HI7sy6GpvpEXX/0T//rz/xIYGoiPnw8njpzgrofu5vy58ygUCibNnExVeRUe3h7Y2V/KkH6v4DPOtp9Hb9QDIBfLmes3ndHuIy47p8UXVnGs6RQagxa5WE6EXQiPhz140ySp/JoRhFhAYBgEQRa4HgQZvnkobC/mk8Iv6dX14WTqwLORj+Jk5vhzn9aw9HT30Nrcio2dDYezc7C1t0Wt1lB45iwz7pzJ1nVbUSjkjJ48ltNHTxEZF4W5hTkyuWxwimBHWzsKExPWLV1DXXUdSitLmhubwQj+wQEU5OahVCoRS8RUl1cjkUqwUFrQ297LvuzswXN57qkneOeDjwb/3draip3dt8ND0kekY2JpyqhJo8Fo5FB2Di6uLkyaNZnco6dIHZVOYOjw48b/k5b+Nvp0fbiYOSGXXN4vrNPpaGpoQq/X09zYTGHuWUZOHM0X7y9Eo9YwaeZkFr77GeljM2hvaaOooIgX/vEib7z8GnYOdkyYPomsdVuYNHMyvape1P1qpsy+jarySlw93AYHjPxQurU9vHbmPdrUHRgwEG0XzmNh919xYZ3RaORUSx41qjpczJxIcor7zlxsgZ8GQYgFBK4DQZIFroQgwzcP7eoO/nT8VbQGLQAiRFgrrHgj5W+/ePHQarW0NDYjlUqpq67j/LnzjLttPGsWrcLeyYHw6HD27cgmfUwGne0daLVa4lMSOLB7P6cOn8TR2Ynuri4uFl/E1MyU8/lFfPbpZ8yYMWPwGF9t3MCeXTtYtnw5nT19lwnxxo0beebZZ0gZncaMO2ZeqpQ62F2xwmkwGGiub6K3tw+tVsupIyeJToxh1+YdHDhzCPOpDlQsKsLK14bxYWPIO5jLQ089xJrFa1D3q3nqxadZ+P4CUjNTsXOwp6mhifHTJtBY14CTixOuN1HfscFooKW/FZlYhq2Jzc99OgLfA0GIBQR+AIIg/7oRRPjm40xLAQvPL6Nfr6b9ZDO95V24jvEmpjwQK3NLMsePJGv9VmKT4ujr66O8pIxZd8/hq9WbsLaxJiYxhpzsHKITYmhva6exroEJ0yayJ2s3dg52+Ab4kn8qj/CYSJobm+ho6yBtdDrHDx7D1sEOR2dHyoovEhwRQmNtA329fUQnxHD2TAG29rZYKC1orG/EN8CXxvpGBrQD+AcHUHGxAmtba2QyGV0dXbi6u9DW2g6Ao7Mjrc0tmCstEIvFaPrVWNvZoOpWIZFKMDUzRd2vRqFQIBKJMBgMqHpUNNQ24OHjwZ6tuzEzN8PeyYETh44xatJotq7bypKPF6HRaJBKpZfdRx83RyrrWy4TYp1Oh0KhYPSkMTz+whP866VXcXJ1Jn3MCNYtXcuU2bdRcDqfmsoaXnr1T3zw2vuERoURkxhDcWExI8ZmkFd/lqyW3WAvQSwWI0KEm7kL/0h88Sf7OREQ+G+uJsSX/4YICAgMoVJsedn/CZL860CQ4ZsTS7kSg9EAgG2CI7YJjkhEEh6f9cTg1/JPvfQMRqOR/oF+2vxVLGtYh/tYV8Z7jMJEYcLMu2Yhl8vRarVoNVqUVkoyx2UikUoxMTEhLiUeKxtrzCzMcHZ1xsTEBJ8AX0xMTTAzN8PJxQkTExMsLC0QicWIRCCTyxCJxBgMBjRqDTqdnp5uFf19fQwMDNBU34jRYEAqkw72CF84dx7dgI741AROHTmJl683Or2eipIyRk4Yxd7te5FKpQSFB7NvRzaxSXFcPF9CS3MLGeNGsnbxaoLCgtENDFCQW8DkWVMoLiymqryKqLgo5Ar5FWX4akilUuRyORFxkaz8fAWPPPcYFy9cpKayhtc/eZP1y9YyauJo5Ao52dv38sd/vsSuLTspKihiwrSJbF69iT53HZ21HfTu68JxtDsKB1Oa+ltu+M+CgMCNQhBiAYHvwX9LsiDItx6CDN+8+Fp6E20fTl7rucGs1zl+0y/rUTUYDbxR8CF1vQ3oDDouiC9So63juajfDubfmph+mw3r5Prt8IRvFohZWn37u/6ffbP2jvbodDokUglSqZSerh4slBa4ebpRcDofhYkCVY+K2soawqLDOLj7ANXlVYRHh7Nm8WrcvT2orqympLCY0ZPHsidrN+0tbaSOTBscNnKx+CLtre1MnjmZgtwCvHy9CI8JR6fTkT4mAzNzUx557lE8vD3p6e4hMT0JrUZLSGQIJ3JOsHfHXrQaLTqd7rqkWKfTMTAwwNz75lF45hydHZ2MmzqOjSs2sPd4NsUWleTsPs59D9yPWCJh/859jJ0yjhM5x+nr7WXC9EkUtBRS5lyDOtoOieLSgj1HU/trPgcBgZ8aoWVCQOBHQBDkXzaCDN/8GI1Gzrafp13dgZfSHR9Lr8u2qeiu4vW8D9DoNWha+tG09KP0sGa2ZCJijYi45Dh2bt6Jj78POp2OovxCpt8xg20bspDJZIycMIqs9VuJSYxF1aOi9HwJc++bx+pFq7C1tyUxPZkj+w8TlxxHX28fXZ1dJGekUFx4AWsbGxxdHOnp7sHG1gaJRIJMLruuSLYrXXNHWwfdXd1sWbsZZxcncvblYNDrkcnl1NfW09/Xx9jJ49BqtQSGBrL4w0X88+//HNJD3NXVxYkTJ5h/5+00tXWxbt06kpKScHd3By71ED/97NNExUejMJEzYlwmASEBGBxFvJX/EVrDAABysYwHgu8iySmOgYEBOlrbkcpktDQ1U1VWRYlDNVkrt6CwUGAdYEdQrScTJ0yiorSc+po65t43j63rtuIf7I9PgA8tjS34BvkhFosxMze77sr2td7DQw3HONGci7nUjBm+k3ExuzEL7wRufoQeYgGBnxlBkH85CDJ863Cxq4J/53+EWq+hr1bFQLsGa19bHvGYj5PSEVcPV/r7+jE1M72pJqYNDAxQUlRCb08vhfnnKC0qITwmgj1bdxEeG0lXRxf9fX3UVtfy1ItPs/rLVaRkpjLn3tuRSCRotVpqq2pY9OGXnM0twMHWgYMHDg7u//333+fpp58ecsx775zD4hVrARg1ehTtPR3odXoeePwBykvLMbMwZ+vhLNq0HZh6WuA01gOpuQwvC3deTnhh2Gtp6muhT9ePq7kTColiyGtGo5E+VS8ajZYBrZaLFy7iHeBD7rHT1FTWMOeeOaxZvBr/4ACUlkpyj5/mtjlTObD7ACamJoyfOoHCvHN4+3tjYalEIpGgtFReNd5sW9VuNlfuRGvQIkKEQiLnHwkvYm9qN+x7BG4dhB5iAYGfGaEP+ZeBIMO3Fl4W7ihlFgwYdJi5WyD1sMLN3IWEqPjBNIqfS4R1Oh3tre309/WzfWMWnt6e7Nm2B3MLC9y93Llw7jxz5s/BztGepvpGdm3ZybP/8zwfvf4BY6eMY/y0CSi/lsCUzFQAmuob6e3t45M3P6ShtoFpd8zkj/98iQmxY9m8efNgDvGYMWN44XfPDzmfsePGA5dyiE+eOMl7yz7E28+brPVbKS8tRzegI2R8BBd6LgLQkFWFbZITpeXnOa0/RVxy/BWv08nMYdh7IBKJMFdaYK78etuvW1b+c6Ldky9+K+5po9MB8PT1oqe7B5lUioXSAnW/hqaGJs6dOceEaRPZuHIDZuZmpI1KZ8embcSnJtDe2k5tVQ1nAktpKKhFbm+CMsAarX6AY02nuM17wjV/dgK3JkKFWEDgJkKQ5J8HQYRvXbq1PSwvXU99bwM+Sk/uCJiFmdT0Jzt+f18/RQWFSKVSCvMLKSsuIzAkkKwNW7ltzm1UlVfjH+RPbHIcYpGIVV+upLmxmXFTx7N60Spm3z0HvyB/PLw9MDM3u2z/RqORxrpGck+cZt/2fVRXVPG7l/9A0ogkWptbeWr+44REhpG1dgtLly79zkl1Dzz4ALb2tgSEBmJrb8fzL/+Os6cLEIlEHMs/ztrt67FNd6a7sB3XMV48lvEQpk1SrG1s2Lp+C6mZqTi5OuPi7jLsw0aHppOyrgrMZeYEWfv/ZFF5GrWG3x37Ky2VzaA3Yu5riRgx030mMVUQ4l8FQsuEgMAvFEGQf3wEGRb4oaj71XS2d9LZ0cH+nfuIiI1k67otKK0sMbcwp6Whmdnzb6eqrILY5HisbKyQiMV8/v5CpDIZMpmUoweP8vRLz9Dc2ExMQgyO3zFQQtWtQqfX8dm/P6H0QikikYi///sVXNxdADh28Chnc88SEBJASVEJOv0Aq79YTXBgEM8++yxTp05FKpWi0+nYsmUL7773Lnln8vhk7QKUSgu2rN1M7vFcHJ0d+cPfX8DRxYnjh47RZ6Flze61iORi5OUwKm00pUXF/D97dx0d1dU1cPg3M8lM3F2JOwSIEIK7FlpKoYUWSovWqHvL99ah3lLaIsXdpUhxd0mAeIgbcR/J3O+PvM3bNEIIwe+zVlcXc+8998wNsufMPntPfGES1rbWCILAmWOnOXPsNI+OG8XOjX/SvV+Pug2J8cVJfHdpHhKJFAEBTxM3Xu0w7Y4FxZuv/cmutP11NawVMgWzQt5qdiVb9OAQA2KR6AEiBsltRwyGHx4arYb08ixkUhlOhvY3HYAJgkBZaRnR56KwtLEk6twlUpPS8Pb3YvPqzYx+5gmuXLqMp68XHTp3QKVS4e7lgUQqoaSohC1rNmPvaM+po6dITUrh/S8+4Pih4/To3xM3T7cWz6PgegEJMfEc2H2A+CtxePt789K7r2D0jzbQR/cfZc0fK3li4li0NVrKSsuIiY5h4rQJzJk1h3PHz5KTnYNCoUClUuHSzoVeg/vw8ruv8N4L7/DO5+9hZWPFuzPepkZbQ37udZzbufDJD58BEH81nmsJyZhbmmPv7MDBnfvxDw7gj58XEdYtnKenPlOXx1taUkpBXj5J8UlcvniZxKAs8nLzMHQzQSKToJDKmeA7li62jadctDVBENiXcZhTeecw1DFglMdwnI3uneYfottLDIhFogeYGCC3jhgMPzxKVWV8fv47SlVlCIKAs5EjbwS/0Ggr4eKiYiorKslMy+T0kZP0Hz6AZb8txdHFiaKCIgRBS//hA7h4+gK9BvbB1NwUc0tzdHV1EQSBrPRMDu89TPtO7Zn/w+9UVVYx7fUZHPnrEMOfeARnN5ebrp6gVqtRVilZ/MsitFot0ReieeypUYRGhmFl879SZspqJR+9+iEhEZ0JjQxn56Y/sXO0Y/DIIaRdS6OqsorAjoH0D+5DQMdAxkwYy8nDJ/Fr78fKBSv46JtZRJ+PoqigkMmvTEWlVBF17hJb12ymqKgETx8Pgjq1p8/gvgDkZeeyadVGHnliJBqNGqlUyskjJ1FWKTlx6BjTXp+Bh49nvdJ2k/fNJO9MNjXlamz6OiGTSHnMbRiDXfu18qcrErWcuKlOJHqAiRv2bp4YDD9clsevo6C6iBqhBoCU0nRWn9uAw3Ur3L3cOX7wGAXXCwgMDmLbuq2MGDuScyfPEtSpPUUFRfQfNoDOESHoG+jXlU0L7RpGanIqR/cdISQihK9nzcHcypyQiBBSk1Lo3rc7H87+GEvr2uoFHcM63vS8y0rLSEtOZdeWndja25KdkUWvQX0ZNf5xHF2c6p1bWVHJjg3b6dGvB+083SgvLaNGo2HIo0P54bPveOuTd5jz8Ww8fDwY9/w49v65F1NzU3oP6k3H8E7o6emRnZHNqHGPc+bYGX78/Htefm8mnSNCuBp1FYlEQtT5KGKjYzG3tMDL1wsbe1umvjadyopKNq/ehJunG116RODg5EBAcCAmZia8OH4G7t7uTHt9BvoG+riaOaMNF+rqR8skskZL5olEd5q4QiwSPSTEILmWGAw/fN4/9RnZlbloqjWkrYjHwNEQi2pTwmw7ExoZyumjpxk0chBqlRobe1usba0blO5KTU4l7nIs7TzdWPjjfPw7BFBRXkF+Xj4z3nyB/LzrePp63XLtXEEQqKyoZN3StUgkktq0BqUStUbDo08+ioVVw/JgJw+f4IfPvuetT97Gy9ebhT8tIKhzewLa+5N/vQBTMxPsHO1JTUph5+adJMUloKxWMfmVKWxbv5Xpb7zAst+WkJacxgezP0Khp+C9F97htY/fqEvnqKyoZOmvS8jJysHc0owjfx3ms5+/xCfAp95c/tq+h4SYBCZMm4C+oQEatYaEmHgSYhPYtnYrT700njXJm9G6SpHoSHjMfTiDXfre0jMTiVpKXCEWiUQPfXc9MRB+uKQmp5KRmoGDkz2Zq5Mod1WhKq3G0MUYu+7O9HfoydgOowDqypYBdWkPedl5qNQqdqzfzqARg9mxYTuGxoa079yBR596jKCOQRj+I2/3n6kLrVFdVU1udi5rl6yh35B+2DvZU3C9gJSka7zw9ksYmxg3uEYQBLat3UpNjYYFGxaRl53LpbMXsbCyoGNYR4oLisjNyiGgQ4ufU5QAACAASURBVABzv/qJqa9Pp6S4BHNLC5TVSvza+6NSqSgpKmHIY0NJTU5jybw/eP3jN/l6/rdsXLEelVKJT4AvBoYGdO/Xg/grcVy5dJkuPbtyPTePn774gU9++BRzSwsA+g8bQP9hA0iKS2Tjig2MfPIxvAN8CAgOpGf/nkikUnat+hPOSXh6yjOoMpVonbS31LBEJGoLYkAsEj2kHqZUCzEYfjD93Zb48F+HkMqkGBoZcf7kWYY9Ppz4q/FYOVlj286On2f/xFcXfiS/qgABAQ9TNx4PGgHU5sFWVVVz9dIVLpw6z+gJT/DdJ98S2DGIiB4RdO0ViX9wAF17R9bd187Rrqkpteo9bFu3lZzMbMZNeZohjw5h1aKVWNlYMfW16egbNF0ibvnvS4m7Esf7X36IQk/Bri27GPnko5SWlGJuYc6mFRsZP/VptFot5lYW6OjoYGVtiUajISsjG0EQuHT2Ih1CggnrFs6ZY2dwcXOpa1ZSVVHFuiVref+rD5FIJAR0CCCgQwDpqemEdwtn06qNDHl0KFvXbMHJzZk+g/rWrax7+Hjy5n/eRqvV8vOXP+Hk6sSjTz2GRCJhzu/fUFJcwvmT59i8ejNqlYqY6Fi69IjAv70/UBvs/5VxkOM5Z1DI5IxyH463mUebPXeR6N/ElAmRSNSkByFAFoPhe0O1RklSaQo6Eikepu7oSGUtvrayopLc7Fy0NTXs2ryTiJ5dSU5I5nrudZ56fhy5WTm4urdDoVfbCU2tVTPv8h9EF14FINgqiOd9nyYpKxmZVMrZnafJz7tOn8H9+P27X+nWtzsmpiaUFJcwbNRwFPoKdHV1b8tzgNqmHCVFJSz6aQERPbvSMbwTVy9dYf4PvxPRsysTZzzbbLe11ORU5s2Zy6BHB9NrQG8y0zM5c/QUvkF+ZGfm0Htgb47uO0JoZBgKPQVnT5yhfecOSKVShkcMYfjoR5DqSJn22gzWLl5NTlYuL7/3CnNn/4yZmRmZ6Rm89ck71NTUkBSXyMXTF3n8mdF1q7hVlVWcPnYKhULBrs07cfd2J/5KHPoGBrzz+XvIZA1/thqNhkN7DhJ9IZrnXnq+bsVbq9WirFby85c/ggR69u/FpbMXMYq04FDlqbryaHKpLu92momrsfNt+ImIHhZilQmRSNRm7qcgWQyG7w2F1UV8eu5bqmuUgICVniXvdXoVPZ36rXyrq6qJibqKTEdGXk4eVy9dZfQzT7Bj43Z8A3wJ6RqKjq7ODfN01ydtZWfcXjRoyNmdhsJQQbhnKAXHcnjkiRGkJqegVmsY9/x4NBpNo+kIt4NGo2H/zn1En49i8sypGBkb8fv3v3Fs/1FmvPlCvdSNphTkF7B7yy4cnB3oNaA3AKsWrWTUuMdZMX8ZE2Y8S3lZOYt+WsDMD2q70c35eDZv/t9bKKuVfPfpN8ikMkK6htJ7UB+iz0dhaGSIu7cHymol2ZnZJMYm0HtQH2QyGdkZ2cz7+hc6R3RmxJiR9eay4Mf5eHh7cOb4GTy8PfAJ8Gb9svW4e3vwzLQJjc6/qrKK8rJyFs9dxJDHhhIQHFh3TBAETh89xd4de0kJyOXaoXgU1vrYDnABYIBTb8Z6PdqqZy8SgRgQi0Si2+heDZDFYPje8UPU70QXXEWLFkEQkCgldNHviFGSnI5hHTl7/CylxSWMnfQUVy9dwSfQFxs7mxaPX1VZRVVlFVvXbsHV3ZVVMRtIS03DupcDmVuuoWdjQEjfMKb6TcDByaHZ1de2JggCymolc2f/hE+AL0MeG0pxYTFfvv851VXVfPT1LCysLFqUQzv/+984c/wMb8x6C29/b/Lz8tm0cgMTpj/L2iWrGT/lGQCS4hJxdHFCT18PtVpNTmY2zu1c+Pb/vsbUwpzzJ88ydtJTdO/bnZ+++AFDIyMmzJiIRCLhh8++Q65QYGpmyvgpTwNwNeoqFpYWJCck0bVXZL055WblEB8Tj0ZdG+zPePNFlv2+lJCIEDx8PHF1b7yCRE1NbX3jg3sOYmZuxoBHBtb7ubx+6COubr2IRCHDNMAChaU+Q70GMNqj6U57ItGNNBcQy2bNmjXrzk2lvhUrVzFwiPibWyS6nxVLFA3+MxOUd20+KRYCxXeuM6+oBbam7KRMXU6NsoaMdUmoK1VYu9gwuttjuLi51OWwGhga4OruiqGRYZNj1dTUkJ2Rxba1W5BKpezZtpvzp87TKbwTnn5e+AX5k22aT5mTEqmeDLMOVph6WdDeMYAeHpF3LBj+u2PbqoUr8PL3pt/Q/qiUSj556z8UFRbx7AuTePzp0RgaGd5wTqUlpWxftxVXz3Y8M20CDs4OaLVajuw9zPDRj/DX9j107dUVE1MTLpy+QPzVOAI7BgEwb85cIvt0I0+Vz7o/1qKvp4eJmQkhXUKwsrFCoaeHVqvFyMQYUzNT5Ao5A4YPZPv6bfQa0AsAa1tr/pi7kMSYBPza+9drIW1kbER+3nWuJSTTvW8Plv2+FCtrK9y83Pji3c/o1KUzRiZGDQJ+qVSKkbERgcGBKJVKiguL2L11Nx4+nujKdTGQ65FmnYu+uxGaYhUF+7IYE/44abGp2DvZ39EPNaIHh5V+wyotfxNXiEUi0W13p1aRxVXhe9PCmOWcyj2PRtAAtfmgI9yGtKjc1rXEa5w5eoru/XqyZslq7B3t6T2oD0CTq8glylL+c3YOVTXVABjoGPBRyBuYyG9/aoQgCPz6zTxMTI0Z8+yTyGQyDuzaz4Fd++kzuA9WtjYE/TdYbel4sz/+CgR49cPXkMvllJaU8svsn3n703fZuGIDgx8dgoGhARpNbYkz30C/uoBxzdLVJARkkVGeRf6pbOwdHMiYH8+ybSswMjFi3dK1DB/9CAX5BTg6O5KZnklM1FUErRYdXd26Z11VWcWlMxeR6cgI7BjUYLOfIAgs/XUJQ0cNY/fWXVjbWOHq4UZxUTELvv+dj7+ZhZNr8/m/qcmpqFVqTh05wYBHBpEmyeR47ln0ZQqGug7AWmHJ0f1HqCirwMLKAnsnB9p5tLu5H5DooSamTIhEonvK7QiQxWD43lWlqeKbS7+QXp6JIAgEWwUy1X8isn9trEuKSyT6fBRh3buwdskaAoMDcXFzxcjECHvHm1sVrNYoiS1OAMDP3AuFTHGDK1pPEAQSYuLZsnozj4wZgZuXO1KplG1rt5Kbk4utvV1dl7ebsWvzTk4fO8VjT42qW/FVKVVcOncJb39vSopKOH/yLCOffAyorToR2ad7Xe3g00dPEWtyjWNFp6murObKx6fxmBhAyZZc/tz5J1KplPnf/8YTE8ayatFKpr0+HUEQmPvVT4yeMIa3p73J4i1L6+aTnZHNxpUbUCmVvPrh6w3mW1Zaxr4/9zJo5GDWLVlLwfV8eg/qS2lxKQICly9E8/zLk5ErGnYI/KeigkJOHDqBjb0NZubmePp6NjintKSU3Vt20aVHF44fPM7AEYMwMze7qecreviIAbFIJLrn3UqQLAbD9z5BEChWlSCTyDDWNSIlKYXsjCyMjI04sOsAvQf1pqK8AgdnR1zcXO6br8RXLVpJcWExk158DrlCjrJayZ8bd6Ar1yU9JZ0Bwwc2GtA1R6PRkJGWwfkT53BwdqBLjwigttrG17Nm88ast8jOyKKosIiQiFCg9vnu3rKLQSMH140z5+PZCCP1iS1OQFVUTfrqROwGu1C0JZs9m3cDUFRYhIGBAWdPnCXyv6XlcjJzMDQ2JCM1HUMjI1zcXOrG3LZuKz369SQ5IbnJ7nsLf1yAX3s/9A0M2LNtFwqFHs+9/DzffvIN1jbWjBg7Ekdnxxs+B2W1kq1rtxAaGUZedi6hkWGN/r5IT0kjPSWd0uJSdOW69Ojf87ZWCRHdv8SAWCQS3XdaGiCLwfC97e9GFxXlFWSkZhB9PprRE57gzLHTBHUMwt37/qstm52RzapFK+jeryeBwYHoG+hTWlJKcnwS50+eIy0lnUkvPlcvkGypivIKvnz/c6oqq3j1o9frAkdltZJriclYWlthZWPFD599x4vvvFxXcWPx3EVMfGFS3ThVlVWUFpewv+I4B7KOUnT1OlqNFn0LfXIXpPDXgb0AHNl7GCMTY7LSMxk6ahgAKUkpnD1+hoAOgXz/2bf8tmZ+vTmu/mMV1ZVVdAgJpmN4p0bfx5WLl5HpyLCwsiT+ajx5Obl079sDAwN9/vPm/+Hh48GUV6e16JlotVoO/XWI6soqPHw8cfd2b7TSiCAIXDx9AVtHO9YvXcfAEQPxCfBt0T1EDwcxIBaJRA+EfwfJYjB878nLzgXg4O4DZGfm8MSEMRw7cJSQrqH3fb7n7i27uHwxmmmvz0Chp0BHR6eusce8r+diZm7GtDdmtPqr+ysXL5OanIqTqzPuXu4YmdR2wlOpVHz90WyenzkFc0tzdm/ZxbDHh9e7Lv96Pj3796p7bd7XvzB+ytPoGsj56uKPnF52FHW5muDRnSlfns8vy+cBtcFvSVEJJw4d59kXJtXVcj574gwhEaH8+s0vTH1ter2V2YLrBez7cy+hkWEYGRthbWvd6Ps5tv8osZdjeWb6BOZ//zsatQYPHw969u/Fri07qa6qxs3Tjcg+3Vr+jC5dYfeWnTz7wiTkcnm9boH/9HcJuSsXL5OblcuTzz3VbJMT0cNBDIhFItGDx6zkbs/ggSIIAnlV19EKArYG1kglNy4DVlRQiFyhYOWC5egb6NMxrBNR56Po0b8n9o72D0Q73tKSUpb9ugT/DgF0jgjBxLS2w2NVZRVH9h5mw4r1hHfvwqQXn7ul++Tn5bPstyXoGxgweeaUuuYWarWa1KRUDIwMcHByYMWC5XTr072unFlFeQWXL0QT3r1LvfF2bNhet+KrFbScT7hE/MUYnCwc2b1lN5/99DlQGzjGRMfQzrMdCoWiLmjctXknncI7oVQqmf/9b/zn+8/qjV9eWs6hvw5y7uRZ3v38/SZTFFQqFbs276TPoL6UlJSw9o/V2Ls4MHjkEGKjY1j++1JefOdl7BztMTUzbfHzKrhewKqFKwj/b3e75iqTFOYXolGrWfrbUiJ6dqVrr673TUqOqG2JAbFIJHowiUFxm1DXqPnm0jxSylIBCfYGNrzZ8SUMdP63olZWWoZWq2X90nU4uToh11OQfi2N4aOHo29ggJ6+3t17A7fBmeNnOLhrP8+9PBmF4n8rkRqNhi/f/5yczFyeffFZgjq1Ry5vfpNYc1QqFb/MnktNTQ3jnh+PjoUu21J3U6auoLNFe47O28/YSU/h6u7Knq276T24T73gc97Xv/DYU49h6/C/dtKnjpzEy88bCyuLute++b85dO0VSdyVOBJjEvj0vwFxTU0Nv34zj6GjhnHxzAVGjq1tfJGblcOhPQcZPWEMkx6dyIINixp0oPtlzlz6DeuPnp5es+khRYVFbF2zhWemTSAzLYPszGzOnTjHsy9MQiKRcOroKVYtXMFHc2a1qi32yoUrqCgrZ9JLzzfaJe+fKisq2bvjLxJjE5j66jT0DPRveI3owSEGxCKR6MElBsW3bEPSNvZkHEStVQMg1UgJ0vXGLMaA9p3akxCbQHlpOWOeHYugFeq+yn/QqJQqVi5YjrmVBd36dMfCyqJuJTEhJoFFPy9ALtfl5fdmom9gUK8eb2vkZeeSk51DUX4RFlYWOAW48uHpz6nSVKPValGlVfNI4CDGhI4iJvoq0eeieGLi2LrrM9MzMTDQx9zSot64cz6ezRuz3qybu7JaycqFK3B0cSSoU3t++uIHPv/5y7rz46/G4eHjyba1W+oqVgAkxibi6etJSXEJx/YdZcioofXu83dnudKSUlRKVd2KdFNWLFiOf5A/AcGB/PrNPHR1ddA30GfCjGc5ceg4coWc7eu28cLbLzWZhtEUQRC4dPYSu7fsZNzk8Tcs8abVaikqKGLpr4sJDutEp/BON7VCLbo/NRcQN9//UiQSie51xaZiUHyLrpWlodaqEQSBjHVJ6JrIsR5gwTNjXsLcwrzJjVMPioSYBLat28KYiWMZMmpYvfrGB3bt5+Ceg3To3IGnnhuHT4DvDcuGtUT81XhWLlyBVqvltY9ex8zcjF1p+1DWqBAQSF+TiGVXO45VnyXiWigSiYTRE8bUXa/Vavnj54W8+/n79cYtLy1n0ovP1UsJSE5Iokf/HtjY2TJvzlwMDOunF5w6cgpvfx+c2tUPIi+cPo+uXBd7J3uW/b6EvkP71eUYA0gkEmzsbYm+EE33vt0pLSmtSylpzFPPjePI3sMUFxXz8nuvUFVZxfzvf+PU0VN4+nhiaGzE/l37OX30FLpyXfoPG9Di1AaJREJwaDAdQjqgrFYy5+PZdAzrSL+h/Rs9XyqVYmltWVc+bv/OfVw4fZ5JLz5HTY0WKxurFt1X9OAQO9WJRKL7X7Ue6N297nj3u/TyLFLL0xEQMA2wwNTLgiA7fyJdwu/21G4bQRDYsnoT506dw7+9Pz0H9sbMwhxDI0NUKhXb1m7hxOHj2NjZYG5pwdBRw7B3ckCmc2tfrwuCwLola5DJpHTv252hjw3D6L/pGHHFicQUJSAgYOhugp61PlJByrU1sQwf/Ui9r/bLSsvw9PHEwqp+560lvy4moENAvQ1km1ZuICY6hsjekSTFJqJvaEDnLp3rjh/Ze4iwbuGsX7a+Xi6yk6sTJUUl2NjZYGZhhpWtVYONaeYW5nj6elFRVsHiuYvoEBpcL2j+J4lEgqtHO04dOcm+nfsI7xaOjZ0NmakZ7Nu5l7DIcHoN6IWblxuLflxAblYufu39byqlQSKRoKOrQ2TvSCxtrDi85xBH9h3BN9APHd2m1wDdvNzp2isStVrNltWbKC0ppbysHFMz00YrWojuT811qhMDYpFI9GAQg+JW8zJ1I6rgKtWaanSlOlgqzJkeOAm57NZXQu+Wi/mX+Sv9IGnlGTgbOqArq827zcnMYelvSzA1M8G5nQvd+/bA0NgImUxGRXkFa/5YTXFBIdVKJZZWVvQc0AvfQN82yTPVaDRcOH2evNzrFOYX0aN/z3pBmoncmCPZJ6gRapDKZegKOjhn2PDOzLfrBWX5efms/mMV/YcPaHCPooJCAjoE1nvN2s6G7IxsOoZ14sKZC9g52OHt71133LmdC8YmxphZmGFpbVm3Kqunp8fOTTsI6tQeFzcXXhw3g+FPPNJgs6RcIWfhj/MZ/PQwTiedA2MJ1vqWTa7uunm54+blzpmjp/EJ8MU30JfTx06TlZ7JoT0H6dSlM936dENZrWTTqo2kJqfWNSa5GXp6enj4eGJrb0dVVRVL5y3GqZ0zxiZNdyxU6CkIDuuIq0c7Cq7ns2H5ehxdHEmIib/p5jCie48YEItEooeDGBS3io5Uhx72EbS39KerXSgj3Yagp3P/bpLbk36AZfFrSSpNIbEkmRN555DGaPhry2782/sTEhGKg7NDXXm0ooJCjh88xrXEa6Qnp+Ho6sSgEYPx8PFsswAoMy2DHz77jpLCYp58bhydI0IajG2ka0igpS85lXkYyPRgXzXP9H8Ka5v6+bRnj59h4IhBKBT1V2JPHzuNu5d7g7SFlQtX0L1fd6xsrFj003w8fTzx9vepO77klz8IjQwjMy2L7Mxs7B3t646lp6Qjk8mwsrEm+nwU7t4emJrXz7WVSCTouunx4+nfiC9OZNu6rRTYlxJq07HJ56evr4++gT5L5i2mS48Iwrt3wczCjKLCInR1dVGrNXWd/a5cuIJWq0WtVtfbKNhSxibGGJsY49fen6L8Ivbt+AskkiZbf//N2taasG7h6BvokxCTQHZmNpcvXEaukItd8e5TYkAsEokeHmJA3CoSiQQzhSnmCrMWlVy7l825OBeVVo2mQk327lSUKhUu9i5MGPsMRsZGdTnAWRlZFBUUsXrRKuKvxBHRK5JHnhiBaxvXS7509hLKahUOzo4EhwZjY2/b5LlmClO62YdjkKzD+DHjsbGrf+7JwyewtLFstNPb6j9W0n/4wHpBaElxCZlpmcRejqFzlxCiL1wmqHN7HP5xvbJaia2DHbpyHQ4fOYxvBz90pbUr6l5+XhQV1G7669G/J4vn/kF49y4NAt2vLv9EUVohZSklyO30qTCuxtnYAXvDpt+robERXXp0YevaLWi1Wjx8PJHJpBw/cIy4K3HoG+jTqUtnInp15eqlK2xcsYEOocHIFfJWrdgrFAosrS3xDvDh8oVoqquVXI26csPOiDKZDDdPN5zbuWBjb8ORvYfRNzTgr627cWrnjJ5e7YfHao2STdd2sCf9IHlV1/E0dbvv/yw9aJoLiMXEGJFI9GARN9k91ARBQCNoANCqtVhE2GFkZYy1h01d0JOdkU1+3nXWLlmDnr4eM99/tckGD7dq56Y/yUjLICczm7c/fbdFJdqiz0eREBPfoLYwwPlT55n+xowGr5eVljFxxqQG6QwlRSX06N+T0uISsjOzyUhNx8O7fitpaztrYjPiWJy7lmKzIk4evcxj7sMY5NIXiUTCljWbmfnBa0ilUpLiEjh/4hydu4bUXa8VtFRqqjDxM0ciBWMfc9K3JBFvmEBH6/Y3fL/DHh/OltWbcfN0wzfQD99AP1YtWklZSRnff/otk2dOZfCjQ7CytSb+Shx/bvqTKa9OravFfLN0dXXpN7Q/giBQUlRM/NU4kuOT6Te0/w03TJqamfL406OB2o15GakZ7Nz0J9a21hyxPEdWdS4arYbY4gQSS67xWofpYprFfUJcIRaJRA8eMXXioSWRSEgvzyS/qgCJnhQdAx10pDqM8RyJjkbGigXL2bxmMwqFgikzp9J7UJ82qRrxbxVl5Sz9bQne/t74BfkxdNSwFgXDWRlZyKRSevTv2SCQOvTXQR4fP7rRAGvVwpV4+no2aFCxatFKtDU1uHq0Izcrl+hzUfQb2g/5P9ItriWmMPfEfJQWGtK3JGEcaE5CSTJ+5t6YK8yIVSexIWM7ZwovMLj7IAylhtj+Y5VbIpFw7vpFytQVyK1qV0vNvCxxybWjfcCNc38lEgl+QX4c2nOQYweO0b5zewI7BpEYl4h/e39yMnMAAd9APyytLIi9HIuLmzMbV2wkMDiw2c1yN7qvcztnrGysEQSBw3sPI5FK0JXrtqiutpm5GTZ2NgQEBxKbncDRtJOkbU1EbqmH1EhGsaqECLvQevW8RXeXmDIhEokePmJQ/NDqYBlIobKIUlUZlgoLnrQdwZpvVnH8wBEGjRxCzwG96NIj4rZVD6iuqubg7gPI5XKKCoro2juyRV/xV1dV89OXPzDk0aEN5paanMr5k+eaLIFXUVaBX5Bfg9cF4OLZi3Tr0x09fT2OHzzGkFHD6gXVJqbGbMv/C5meDK2qBn0HQ6QSGc5GjkQXXOVA2Qlid1xG5aLlqjKBw1/vISAoEEvr/wUXQZYBRBVcobpGiUwi5SmfxxnUsR8/f/UT4d3DW7RK6u7tgYmpMRmpGZhbWeDp40luVi67t+7iem4+mWkZBAQH1v3sdm3ZiVqjRk9Pr0Fe882ytLbCv0MAglbLuqXrsHd2oKSouEW1iSUSCRJzKecqo9DzNAIEZPo66Ehk9HKMxFC36S56ojvrjqVMaLVaZs2aRVxcHHK5nE8//RRX19Z9pSESiUS3TEyfeCgpZHIm+Y3j+MFj/LXpL6JcLjBu8nj09fWxd7K/8QA3IargKsvi11KlqSLIwp92KbakxKWgq6vLhBkTW5zrqtVqSYxN4PWP3miwYi0IAspqJeOmPN3otedOnsXarmEji/0ZR/hh548YdzCn8vKv2Jw2RKVWNQhOpVIZZcfzsRjsgHnn2o1mUmorRWxN2YVaUKMpVyPUCKhQ4THEj9zs3HqVKqz0LPiiy4dUaqpQSOXIpLXvu2vvSFKSUnDzdGvRc3DzciczLYOvP57DO5+9S4eQDvgG+nLu5FkMjYxYuXAFgx8dgrmlBe9+9h7ZmTms/mMVtvY2TJj+bIvu0Rwbe1umvT4dZbWS9cvXYW1rTecuIfWC/8a4GjljrGuEWk9DjUKGjkQHe0M7rPSav05072jTbO+9e/eiUqlYs2YNr7/+Ol9++eWNLxKJRKLbqVjsPvUw0Wq1rF2yhkU/L0Sr1RISEcKIsY/i7uXe5sFwWnkmv1xeSEF1IRXKSvbt28tZ6WVc3V0ZOGLgTW38WvTzQqQyWaO5zH9u3EFxUXGTKRfH9h/Dw6d+XnBsUQLLTq9Co1GTsyed+OIkDlWdQmjk23sDQwO6WIWgkMnRl+khl8oJsQkmwNy3blOY02gPJDIJEiQE9e7Akb2HyM7IbjiWjn5dMAwQ2jWUnMxsLpy+0OJn4ejixNufvsOhPQdJjk9CoaegS48Ios9foueAXuz7cy8V5RUYGhvh6etJj349MDI2ZuuaLRzcc6DF92mOQk/BuOfHM2D4QKLOR/H1rDlUVVah1WobPV9Xpsv7nV+jk3UHHA3t6WLbmTeDXxQ31d1H2nSF+Ny5c3Tv3h2A4OBgLl++3JbDi0QiUeuIK8UPvPLSctYvX4enryduXm5cOnuJoE7tb2s73isFMdQINQBkbk5Gz96AQ+v38/7CN25qnLgrsYwaN6pBC2aorV3czqMdAcGBjVxZu5lu7LNjGwTfscUJ1OhosezuQNGZPLRoKVaXkF5ezJrETYzxfLTuXIlEwhMjR2Ppak1aeQYmcmNcjWu71g13HcjqxI2otGokSFDI5HSz70KhfRa/Lv6VzuO6YGtgQ5hNpybTIrr0iGDJvMUEhwa3eIOZTCaje78eLJ23BGc3F3R1dRk/5RnirsRyLeEae7bupjC/kEkvPUeXHhEALP99KYlxiTg4OWJlY9WqEm2N6T2wN70H9iYjNZ1VC1fSb9gAOoR0aLCB0URuzPSAiW1yT9Gd16YfXcrLyzEy+t+nW5lMhkajactbiEQiUeuIK8UPpPy8fJb9tpSUpGuYEtIH8wAAIABJREFUmJlwLeEagcFBPP/y5NsaDAPo6eghk9QGomYdrdCzNcBnwo2rKvzTlYuXObb/WKPBMMDcr37GpZlqClvXbEbdyL+zpnJjru/JRKojxbqHAwDliSUoS6rYl3GEImX9D4g7NmzHVGFCkKV/XTAM0Msxkuf8xtPRKoiudqF8FPIm1vqWCD31iNFPYsOVrSyOXcXvV5cgCEKjc5RIJEyc8SyrFq1ErVbf8Jn8TUdHh0kvPcfxg8dYt3QtAD4Bvkyc8SwBwQF0CAnm+MHj/910B+OnPMPIsSPJSEnj129+ISczp8k5tYaTqzNv/udtOoR0YOGP81kxf1ndMUEQOJZ9igUxy9l8bSdVmuo2u6/ozmjTFWIjIyMqKirqfq3VasWWhyKRSCRqc+kpaeRm55KXnUdOZjbJCaY89tSoOzqHLrYh7ErbR8z2KCSGMuwjnXnKu+VzuJ57HX0DfZ59cVKjx6urqvHv4N9sZzXfIL9GaxJH2oVj184euUKOWlsbMFv1ciBzfTI6UhkV6grMFf/7wNApvHODMf4WatORUJuOdb8urC7idNEF8i/nIUsqxHm0Jxfyo8muzMXB0K7Jcbr2imT3ll0Me3x4k+c0pmf/Xpw/eY60a2k4ODtgbWuNhZUFi35aQESvSDasWM9zLz2Pnr4e7t4e2NrbcjXqKiqlkq8++IKJMyZh59j0vG6WVCpl8sypVFdVc/rYaU4cPI5hX3POKqNRaVXoSHQ4k3eeWSFv1XVIFN372nSFuFOnThw+fBiAixcv4u3tfYMrRCKR6A4SV4nve3FXYklPSWPL6s3s2rwTV3dX3vi/t3jkiRF3fC7a6hqCYtyZ/tx0Jox9htc6zCDCLrRF11ZXVfPLnLnYOzk0mkag0WjYsGI9/Yc1bM/8t6hzl5DQeAqCrlSXp4PGMN7rCeT/bbKhayxHx0gXuVQXW/36m/BKS0pbNG+ASk0VOlIZ9kPbYeRW2xVPJpFRqalq9rp2Hu3o0b8ne3f81eJ7/a1Tl85o1Gq++uALVEoVMpmMyTOn4uTqhFqt5sqlK/z85Y+olCoMjY148Z2XUSpVaNQa8nJy+XPjjibzf1tLT1+PsMgwJr3yHEeunyJhSTRl8cVoBA2FymIuF8a06f1Et1ebLt/279+fY8eOMXbsWARB4PPPP2/L4UUikejWifnE9x1BEGpr6F6IIupcFNqaGma89SJ6+nqt6ljWFrRaLdvXb2PQsMFY2Vjd1LWCIJCVnsmMN19A36DxGrX7duwltGtYs+OcOnqKCdMnNnosKyOLgtwCRg/si4uxI79cXkRuRR4mRia81fHlBiuXqcmpqFSqFtVKtjWwRiFToGepT8mlfLRqLTJdGY6GN960aGJqwrXEa+Tn5d/0c3P39mDmB68RfSEKW3tbnFydMTM3Y8yEsVzPzaNb3x5cS0xGLpfj5uWOl58Xr374GsXFJRw7cJQtqzcz9PGW1YO+GXJ9ObrGclye8qY6txIACdStzIvuDxKhLRNsbtKQYY/w7U8L7tbtRSLRw0wMiu95Wq0WZbWSX+bMRS7XxdvfB98gvxu22r3dzp44Q/S5KJ598blWXV+7wawjHUI6NHo8JzOH0pLSemXN/q2irJz86wVNdmsrKy1Do9FgbmFe99rpo6eIvRzDM9MmNji/4HoBJmYm6Oq27Cv+3Mrr/HplMQlX4tHNl/Dp9P9rUUAMtR8IThw6TlCn9s2mgzRFpVIxb84vTHl1at0HCrVaze/f/kpQ5w7EXY6hR/+e+AT41l1z8vAJamq0pCReAwTGTW68hF1rzbn4MwnFyXVdEg109Pk8/ANM5Df//kS3j6+5V5PHxHogIpHo4SSmT9yzBEHgyqUrzP7wS9YuWcNjTz1GWLdwBjwyEFd317saDF9LSAZg4guN5/3eSF5OHt37dm8yGAZY+utinFydmh1nx8YdzW4YW/77sgbBZkF+IcYmJo2eH30hitjoln/Fb2tgzcehb7J84nzeHfIGDgYtz9GVSCT4tfdnwQ+/t/iaf5LL5bzy/kyuXLrM9vXbgNp2zC+8/RKhXUMxMDLE1sGOr2fNoaKsHKitdNG1V1eKC4tQ6OtxdN8R4q7Etur+jXkx8HlCbTpiqWeBl6k773aaKQbD9xlxx5tIJHp4iekT95zNqzaSkpRC5/AQ+gzui1yhwM3LHTcv97s9NX77dh6BwUFE9unWquvjrsRycPcBpr42vclzMlLTmfbGDAwMDZodK6BDAO082jV53MDQoMGm9uqqqiYbTDg4OVJa0ro/C9mZWRRczyeiZ9cWX2NuYc7L783k2IFjRPaObNV9QyJCObD7AHnZuVjZWiOVStE30Kd73x4c3XeEp6c+Q2JcEiamxrh5uSORSHjh7ZcoLipm/597uRp1FXNLC8zMzW65fbe+jh6T/dt21Vl0Z4krxCKR6OEmrhTfdRXlFSz8cQF7d/xF+84dMDYxwcbBhrBu4QSHBt/t6VFcVMzOTX8yYfqzrQ6Gy0rL0Gq1TJ45tclzKisqWblgBSamja/i/i32cgx5udebPC4IAuHdwxu8npedWy+N4J9c3V0xMW3dn4XufXtg1EhDkRuRyWTk513nxKHjrbov1NYILikuZc5HX1FdVVvqzMXNhWGPD2fL6k2UFBVz/NBxdm76s+4aM3MzBo4YjKGxIcVFxcz+6Ku6lX/Rw0sMiEUikUgMiu+K3Kwc5n71E3k5eXTq0omoc5fQlevy3MvPNxm43WmCILBuyRoi+3RDT1+vVWOoVCq+//RbXNxcGzRz+KfiouImN8n907mT5+jazGpsRmo6MVEN0x/KS8sRhMYrLUikEvb9ufeG926MVColOyObhJiEm752xJiROLk6kZme2ap7A3j5efHcy5NJTkgmLzu37vUpr07DwdkRD28P+gzpy+Jf/qAwvxAAQyNDxj0/noqyCmQyKQZGhsz7+hcqyiuauo3oAScGxCKRSCS6o64lXmPLms3kZOViY2/LtrVbCegQyGsfvYFzO5e7Pb06B/ccYOvaLUyeOfWGq7ZNEQSBnMwcJr34HIZGhk2eF381juMHjmHr0HwublVlFR3DOqHQUzR5jlQmazR9obSktMkGIHK5nPBuDVeVW6rngF6cPXGmVdfa2tux8Mf5nM28wKbkHRzKOo7mJis0WNlY4e7lzh9zF1FUWFT3uqevJ5bWViz4/nceHz+aYweOUlL8v9SQjmEdmfnBa5QWl2JsaszF0xdIjk9q1fsQ3d/EgFgkEolAXCW+Ay5fiCYhJoEzx06TlpxG2rVURo1/nJffe+WWczjbkiAIZGdkI5PKGDFm5C2NtWrRSvJzr+Po0vwmuYSYBEY++Wiz5wDs2bYbHZ3mS83VBta2DV7XaDTNBtIpSSk3vH9TFHoKOncJIT8v/6avlSvk+I5vzw/75rE1ZRerEjYw+8LP1GhrbmocPX093vrkHXKzcurVOvby8+KFt1/i4J4D2Dnac2z/URb++L8KV/oG+nj5eeHl64W1nQ3nTp5j8dxFN/0+RPc3MSAWiUSiv4lBcZsTBIFLZy9x5eJlLp65yI4N2wnrFs6EGRMZPvqRZlMI7gatVsvXs+aQk5VD9349bmms6qpqvP296dSl6S5wUNs2ObJPtxZ1dvVvH4C3v0+Tx6s01WSmZzRaieNGJc4y0zJueP/mWNlYsWnlhpu+TqPV8FfRYSpLKsjbl4lKqya9IpOYovibHksikeAb6IeyWkledm69ShxDRw2j8HoBIREhPDZ+FAd2H6iXqhHevQsubi7kZGbj5e/Njg3b2bNt903PQXR/urf+JhKJRKK7TQyK20RNTQ15OXmsXLiCuCuxnDpykt6DejP5lcm082jX6hSE2ykvJ4+Th08w/fUZdAzreOMLmnEtIZk/5i4iJKL5znUqpYr0lHTMzM1uOGZyfBIx0VcbPValqeLL8z/w4uG3Oecbz+qEjQ3Kst0oP/aJCWNuOIfmWFhZMGjkYFQq1U1dp9KqAQmmgZaYBtamdEiAyprmO981Z+ioYVSUV/Dtf76um49EImHgiEEU5Bcwb/ZcOoV1Ysf6bXWb8aB2lfmld18hrFs4GanpCIJA3JVYrjeziVH0YBADYpFIJPo3MShuNZVSxfXc63z7n284d+IMXn7eWNta89Tz43F0ccKwFdUI7gS1Ws3KhSvoGNYJI5Nbm6NarSYvJ4/JM6fc8Nwzx04z7fWmy7D9U9T5KPoO6dfosaVxa0kuTaUyu5ziqOsczDrOidz6Ob0aTfN5uWuXrGm2tnFLaDQ1bF616aauMdDRx9HQHplEip5dbbk5AfAyvbVSe25e7ox99kmuJSRTVFBY97pfkD+vfPAqqckpdOkRQezlWL7/7Lt6gbGuri7jpzyDTCZDo9aw+o9VZGVk3fLzEd27xIBYJBKJGiMGxY0SBIGj2aeYf3UZm5P/pEpTXff6gV37+fmrH0mKS2D0M09QXaUkODSY3oP6tLpCw53w58YdnD5yipnvv9pkK+WW0mg0fPXBFwSHdrxhCsTpY6cpLipu0bgqpar2A0UTG/MSSpLQCBpqqjQY+5qj0qqILU68qbl7+nqhrFbe1DX/5ubp1uzmwaa81mE63mae6MkU2Opb80aHGZgrbrxqfiOOLk44Ojsxb84v5GTm1L1uaGRIUKf2RF+IxsHZgTETxpJ2LZXE2MR65/Qb2p+Kiko0ajUKhYIv3v3sllNLRPcmsTGHSCQSNUVs3NHA6sRNHMo6jkqrQkeiw+nc87icsMDcwoKuvSNRq9UUXC8kNDK82cYR9wKtVsv1nDwMjQ1bXV/439KvpTFu8tPNbl6D2gDX3MKc0K7Np1T8bf/Ofc12r7NQmFOoLMbIo/aDnI5UB2u9/zXhqKqswtau4Ua7f/IJ8KG8rPyWP7yEd+/CycMn6NIjosXXmMiNeTP4xVu6b1OMTIx4+7N3SU9Jr9cIRCKRMO758aRdS2P1opVMfW0665etQyqV4O7tUXd9WGQYIREhnDh4HJ8gX7RaLVvXbmHoqGHIZM1vcBTdP8QVYpFIJGqOuFJcR61Vsy/jMCqtClVhNddWxZAen4rP4EDSU9JJTUxhwPCB90WgUFVZxZfvf0FpSRk9+/dqkzE3LF9PSXEpbp5uNzx3xfxl6Mp1W9yG2jfIj4DgwCaPT/Adi4GOPnoyBQqZAht9K/o79ap3TmlJabP3yMvJI7kNGlRYWltyZO/hWx6nLclkMtp5tCM7I4vU5NR6x1zcXHj+lSnkZufSrW83LG2smP3hl5SVltWdI5VKiezTDed2LiirVVhaWbJt7ZZbXlEX3TvEFWKRSCS6EXGlGACtoK3d7SQAEjANtiTnQAZlvqW8MevNuz29Fku7lkZpcQkz3nqhRZvZWqKmpgZTc9MWddbTarV0DO/c4hX0jNR0Th4+0ez5job2fB7+AXHFiehKdQmw8EFXqlt3PCUxBQvrxmsQ/80n0Jfqyupmz2kJiUTCtDdmkJeTh42dzS2P15Yef3o02RnZ/PTFD0x/84W6tBYLKwtMzU1ZOm8xwWGdmDxzCmnJqejo6tRrEhMWGUZFeQV/btzBoJGD2L5+G2WlZUyc8ezdekuiNiKuEItEIlFLiCvFKGQKfMw8KDqRR86udEy8zPF5rj29Ova821NrsaLCIjau3IB3gE+bBcPpKWksnbeYfkP73/BcQRCY89FXtO/cvsXjx0THMOSxoTc8z0RuTKhNR4KtAusFw7VzTMXByaHZ6+VyOScPn2jxvJqjp6/Hst+WtMlYbc3eyZ5hjw8nKS6x3iqwTCbj2Refw7+9P0t/XYqblzvnT51nz9b6pdcMjQx5+b1XcG7nQmJsApG9Izm2/yiXL0Tf6bciakNiQCwSidBoNUSXRnGu+CzlmvK7PR3RPUilVLFm8Wo6ZPnQu1dvOj0bjreFJ+91ehUTefP1be8Va5esIS87l5nvv4pc3jaNQARBICYqhnFTnm7R+VkZWfQe3LfF9Zc1Gg1yhfyWy9QZm5hgZNz8z8nA0ICM1PRbus/fdHV1iezd7Z6tyuDm5Y6doz3ff/ptg7bRCj0FT056kujzUfQfNoB+w/oz//vfGjQd0TfQ56V3X6lNm5DA1air5GTmUFXZ+nJxortHDIhFooecskbJ/8V9zC/X5rIwdT7vXn2L7Orstr9RSTHEXYbs+3iH9kO4SlxRXsHSX5eQl5NLaNdQBgwZwMtdpzI7YhbvdHoFB8PmWw3fC9RqNWnX0nBxc6n39fetqqmp4etZc+g7tF+LAuyy0jLOnzxHWGRYi+9xZO/hVlVt+LfLFy/T7ga5zRKJ5JZrEf9TaGQYy39f1mbjtTVTM1Pe/vRdNGoN50+eq3fMxt6WsG7hrF+2joO7D/DU8+M5f/Jcg3rEBoYGBHYMQlcuR61SIZVJ+e6Tb+tVqxDdH8SAWCR6yO2+votcZS5KbTXV2moqaypZnNbGbUtjo5HMfg/Jit+Q/Pw5kq2r23b8O+khCYpLikvYs3U3Vy5doc/gPji5OtfbeX+/KCos4sv3P0dXV/emqh60REzUVUaMGdniDYSbV22ia6/Im7qHh48nnbuEtGZ69ZSVlKKre+NtQ+uWrr3le/1NJpNRXVV104067iS5XI6LmwtXo65w5dKVesckEgnTXp9OaGQYu7fsotfA3pw9fqZe2+e/hUWGMW7y0xzZe5iA4ADsHGz5+csf66VkiO5tYkAsEt2vVEpIjoe0ZNBqWz1MnjIPjaCmIrmUqsxyBAQKVQVtN0+tFsnyX5GoVUiqq5CoVXDqMKQmtd097rQHOCguuF5Aekoam1ZsIDisI2GRYTi5Ot/tabVK/NU48nPzefWD17F3sm/Tsbev34ZcIcfb37tF58ddiWXIY0OxtLa88cn/lZuVw4Fd+1tciaIpWkFLcXkJBi1oONJcW+jWeP6VKcRGx7TpmG1NIpEwfsozOLk6Mf/739D+6+9TYxNjwruHs2nVRgaOGMTYSU/y1/Y9jaaXjBr/OF5+3iTGJdF/2ACiz0cRfzXuTr0V0S0QA2KR6H5UVIBk9vtI/vgRye/fIPl1NmjUrRrKx9AHuVRO/vFsFLYG6Eh08DRq2T/yLaKshhoNgiCw4+9cPYkECu7zVqgPWFCcn5dPQkwCG1esx8jEmIkvTLrnKgTcjMTYRA7s2o+7t/std577N5VKhVqlbnHwWFNTw/pl6zC3NL+p+1xLvMbw0Y+0Zop10soyePXYBxzLPc1HsV9xJvdCs+ffamOSf5NIJOzZtueGXfLuBaZmpnTr253LF6IblFNzdHFizMSxrFywnNNHT9FzQC/2bv+r0Xxh//b+ePt7s2fbbvyC/MhIzeCPnxfeqbchaiUxIBaJ7kOS9UugrBSJshqJSgkZqXBkb6vG6mbZnVBFKI5D3dHV1aWdgRvPOE9ou8nq6YO+IfuycrD4O89SEMDh/lx1rOcBCIrVajUblq9n+7qtuHu7M3nmVMwtbi5wu5cIgsDiuYswszBj6mvT27wecnZGNltWb+bRpx5r8TW52bnMeOvFFm+kg9rSbMWFxVhYNV8qrdkxBC3fXPqFMnU5NRoNaq2ahbHLyavKb/Ka6AvR1NTUtPqejRn77FiUVbdezu1O8Avyx8Pbg68+/IK87NwGx8dPeQYbO5u6jZQxUVf57pNv6rV9htrc4pfefYXKikpOHj7JkFHD2LFhOzs2bL9nNxo+7MSA+EFRUwMnD9XmZp47URtwiB5c13ORCFpO5uVTXVODRKNGkpt54+saIZFIkB6t4YuAr/gh8Cfe8/4AfVkbrhJJJBQ/MQk3G1u6ODsiyHQQho0GO8e2u8fddJ8GxZUVlXw9aw6H9hxk1PjHmfjCpHu+mcaNKKuVXI26SueIEKxsrG7LPY7sPcQjT4xo8fm5WTlsWb35pj9knDh0AuNbrCxRoiqjuqZ2pVNbXRvkyiQy0sub/rtixJgRDVIGbpWTqzO/f//bfRMIGhob8dZ/3qGkuJS4K7ENjgcEB2JiZsJ3//mGjuGdGDf5aVKSrjWaGuHo4sTMD16tWyG3d7In9nIM2Rm3YeOy6JaIAfGDQBBqvzrftgbJ0b1INi5Dsm7x3Z6V6HZyckWQyTiRdx09mQxBV47g7N7q4Tw8vXG0dcZA59Z3szfmj+1bMXv/S4TX/g/h4+8hovdtuc9dcx8FxfFX45n94ZcUFxXz8nuvtKh27v0gJzOHLz/4Aud2zgR1anmN35bSarXM//43Rk8Yc8O2zP9UWFDIM9Nu/hsXFzdnInre2iZAI10DaruogJ5D7Z/tGkGLpV7TwXlSXBKJsQm3dN/GhESEkp15/wSBevp6ePh4cHjvYc6eONPguJunG2/+520O7jlIYmwCXn7eHD9wjLRraQ0CfwNDAxydHbGxt6XgegEOTo5sXr2JzLSMNv/wIWo9MSB+EGSlQ0pi7WYlqP3/xVNQWnyXJya6XYRRTyNY2vK4lyeCjg74tYeIXq0a69CBvXh6te1Gmn8qLS3hsdFPYW5lAxbWoKd32+4latqZ42f44+eFmFua89rHb+Dg5NBmtXjvtssXoqmsqODtT9655Xq9TTl15CRde3e7qQ1uh/46SHFh8U2XTSvML2T31t03lWLRGB2JDp4mtaXWrCJrNxV2selMO2OXJq8xtzSnpKjtuzJ279eDuMsNV1vvZVKplMmvTMG/fQCrFq1sEOhKJBJ6D+xNUUERhfmFPD1tAoZGhsz+8EtKihs+w9CuofQfNoC1S9fg4uaCgaEBn7/7aYNW0qK74//Zu+/wpqo3gOPfmzRtuvemg5a9KZS9994gKKg4EEHFAYh7/ERQHCCgoKjsvfdG9t6rULqgdO/dpMn9/RGsVtrSpinpuJ/n8ZE295zzhrb0zcm57yslxFWBKgdkun+kV4eEE5GRCTIZ5Eo91qssS2vu9BvF9XY9EN+fhTh2ou5rrofLl87j7lE+xxdyc3NYMPdbvLx9ymX+CqUC7hKLosixA0e5cPo8MpnAC5PG4+zqnN+utio4d+Isl85eomZtP5Tm5fNia//2fXjX9KZh04alGpcYl0jbzu1KvV50ZBQDRwws9bj/OhN7gZC0CLRqLQknopEhI1lVfLJbt1E9vHzL53x/XEwcYffCymXu8mRhaUG9RvU5ffRUocc++g8fQFpKqq68n6mCiVMnEfMwusjOda9OmUCrDq05f/I8L04aj8JUwZbVmyvFjYdVmZQQVwXu3iBXIAoCI2t6czkpBaxtwaF8ztBJKoaw8FBa9egLtvrfABUbE834V14vc1mnokQ9fMjz4yeU2/wVTgVJirVaLft37CP0bghyuZwWbVrSok3LMu84ViQajYYlP/1G05bNeH7iC+X2PZaZnkFMVAye3jVKNW7D8vUMHj2k1OuJosjdW3dx9Sh7w5OQtHBUWhVinhbrenZo0RKRXnwnOlErsnPjjjKvXZgho4eW6rhJRdK8VXNatgvk6w++Ijkx6bHH/evW4u2P3iHmYQwhQfeo06Aut67d4tDuwm92dnZ1pkP3juzfvh8bGxsaNm/EjvXbpS53RlR1/nWszpRKxEkzwKsmJlY2DOrSjbkaM/IqyQ0MEv24urrj4Fi2Fz3r1iwvt7fN7965za2b16jhVQ12h//taSXFyakI3y5AePNDhE+/gfuRqNVq7t66y54tu3F0dsS/bi3adyvd2/yVgVqt5szR03Tp1bVcE6y4mDhOHD5R6jPAsVExqHJz9bpJ8fLZS9g52JV6XGHcLFxQyBTIzU2wbeSIgICTsviqFWZKMxo0Kd1OeEmZKc3YuWE7yUnJ5TJ/eTM1NeXtj97hQfiDx9o9g+5mvNr1a3MvKJiI0AhGPj+Kbn27s/Cb+YVWrLCwtOClN18mIiyCjcs30K1fd/Zt38uSn36rNDcgViXyzz///HNjLb5q9Rp69ytbjUXJI5ZW0KojdOkDLdvjVsObu3duVb9kpJpQqVRs3bSOVm1K1/Xqv0zNzPDy9jVMUP9xcP8eBg4ZUaV2JUssRwnKcjyypNUizJoHD6MQ8vJQpaaReeo8v5y7hH+DOrTv2h6PGh7lt/5TlJqbxm+3l7M1bDfBKaFYJJnx+4+/8cz4MeVWSeJvq5esZMDIQShMFSUeI4oit67dos+Qvnq9EFGr82gc0NggPzfeVjW4lXyHzLwsTGUKTOWmTGnyGtamxddlvnMjCP+6tcq8fqEx+fkQGRGJmwF2wI3B1MwUJ1dnVi5eDvDYOweCINCwWSPy8vL46et5NA1sRos2Lbl8/gqmZqaFnnF3cXOhRduWJCcmE/0wmv7DB3Dx9AUS4xIM3lCmunMyL7oxTjX8TVU9+Nb0w8fXj/Vrlhs7FEk5UKtUDBwyokxzbFi3El9f/StTFGf3zq0MHjaySp1VLbXy3ClOTYOkFAStyKWEJBbcuktOnob3Rg+lQZMG5bfuU6bWqpl56UeuJtwkNjueo2eOsejqn0z9cnq5fm+JosiG5et59e3XsLC0KNXYbWu3YGpmplcynJqSyp4tuwxW/s5EZsL7zd/inSYTeb3heL5p8ynulq5PHFeendWcXZ0JDwl7rPFFZSKXy5n8/pvUa1yfXZt2FnqNk4sTr0+bRHRkFPfDIujauyvXL14rtO0z6HaLvWt6U8OnBvdDI6jXuD4RoeFERUaRmZEJ6JqsnI45T0hqeHk9tWqtGv+2qvrcPTxRmluQlpaKjU3FONsoMYxNG1YzZuz4Ms2RmpKCvUPJ28iWeN7UFMLDQlEqDdvxqlJKsQU7w9+xj5lZfrvu5o72BDg5IJqZIpbTTWXG8iAjigx1Blq0JJyMRpujwb6nI0nqFNxNn5zY6evgrgPUrl/6bo1pqWm0bBdYqlbXoihyNOoUx6JPkx2VSb/ePUq9bnFkgow6dv4lujZPm8fae1u4UT+c909/wejaw2ju1Nig8YCu+cW+7XtLVc+5IrKxtcHR2ZH9O/YJgRuWAAAgAElEQVTRa2Dvxx63s7fDxtaGlb+uICE2gT5D+qLKVbFr004aNW+Mj9/j7+C2bBuIWq1m8fe/0KBpQ5RKJQtm/4RLtxqclV9BEGSIokiPGp0Y4S+9w25I0g5xFTdoyAhOnzjGvWCpl3pVkp2VhUJR8rdx/+tu0C1GP2vAbnSPiKLIvbt3mDj5bYPPXWmVx06xhTn06IRoagqCoPu/vy8U8gu2MjMR5PlnKR3buOLSvQZaROSy8msgcuzAUVq0aUmzwGalHrtk3q+lbqZx+OFx1t7bQlhaBFdPXmZVwmbC0oxThmtN8GaOR58hZM9t4nMSWXxzKSGphq8KUadBHeo3blAlzsm26dSWngN6MferH0hPS3/scZlMxvMTX6Btl3b8PGcharWaXoN6c+LQsfyd3/9SKBS8MeMt2nVpz86NOxg5YTQn1Be4t+oWGSnpqLQqDkQeJTYrrryfXrUiJcTVQI/e/Thz6rixw5AYSFZWZpmPS2zbuhELS8M34Tiwbzc5OdnV89xwccohKRaHD0B85Tno3xNxzFDEN1/Ru/ReRVXDygMv6xooZAoEuQxTmYK6drVwVhr+nQ2AxPhEbl+/pVe7ZI1GQ9fe3bC1K93X+kDkUVRaFVkRGZhYK1Bp1RyPPlPq9Q3hQvwV1Fo1pg5KtCoNKq2aywk3ymWtuJg4ThyqGr+XBEHgxckvceXcZTLSMgq9Ri6XM+qFZzh34izZWdk89+o47twI4ocvvyvy+IjSXMnI50dx4thxxPQ83Pt7kxWuS7pNBDkpueXw7lM1VrX+9ZQUSi6XM/aFV1i6ZBEqqTZxpXf29Ani4mL0Hq/Vahk2YrTBk9bMjAzq1K1P+45dDDpvlVEeO8XNGiEO7gPtW0Elb7tcGJkgY1rTyfT37kkL56YM8u3LW43Lp4xfcmISd2/dYcI7E0s9VqVS8dPXc2neOqDUY2WPnouFjxWO7dwefc44v5pN5bqKM649vZCZypELcszl5VPFo12XdtiU8sVDRWZnb0eH7h1Z8tOvXDxzodBrnFyc6NqnG5tXbmT35l0EtGnBi5Ne4t6de9y+fqvQMeYW5oweMxpVUi4PN4Vi00D3Yk2LiLtl5bwxsaKSEuJqpGeffhw6uNfYYUjKyNralkaNS/927t9+/WVeuTTi+G3xfGxsyqdLmKT6UsgVDKrZh8mNXqafTw9Myum4xB8LfqdJQBO9ku1rF68yZPRQvdYd6NMbU5kCQRAQBAEzmSldPTvoNVdZja41FFOZ7iiWXJBjaWJBR4+ytY8uiiAIJMYnEHTjdrnMbwyCIDDlo3dw83DjzLHTRV734uSXaNu5LXu27MbC0oL6jetz/uR5Hj54WOgxElO5KV+O/oSGL7cg614aKUfjeLPRK9iYWpfn06l2pLJr1YiNjS0eHjXYvGENjZron1BJjOvUiaN6f/1EUSQsJJhmAYEGjUmj0WBmaoZ/rdLfiFStlHc5NkmpiaLIod0Hefbl5/SqaRwZ8YDE+CSatGiq1/peVp54WrqTq8nFx9qLl+o/h5eVcUrmeVi6UdeuNlYKCxo61GN8vWfLNeny9K7BwV0H9P67q4gEQcDG1obg28FcPX+Zeo3rF3qduYU51jbWbF61ieatA2gW2IycrGx++noejQIaY25e8KZkezM7+vp0p3+z3tQ198dKa4kqV4WVTfEl9CQFFVd2TRCNeKq934BB/DC/8BIkkvKza/tmmjQLKLf6s5LyExcXy/49Oxj7wit6jT998hgBLVthZma4agSq3Fx+nv89b0/90GBzVnnlUXlCopft67fh5ulOq/at9Bo/f9Y8JrwzsdJ2YDO20LshWFlb4eJeflVDjEUURZb9/CejXhxdbPm+rWs2Y2FlSa+BvUlLTSMuOo701LRij+BkZ2Xzx4LfadelPc1bNS+P8Kukeva1i3xMOjJRDfUfNIyYmGhu3Sy8z7qk4hIEgVGjx+k9/sSxIwZNhgGuXL7AsJHPGnTOKq+CtHiu7i6cPk/XPt30ToYvn73Ea++9LiXDZeDg7MimVZuMHUa5EASB/iMGcnjPITQaTZHXDRkzDEdnR+7euovSXIl/XX/C7oVx9MBfRY4xtzBn8vQ3aBzQmO8+n0PMQ/3vK5HoSAlxNdWiZWv+OnygSpS9qU5WLVuCQs9Wy5kZGbzwculvGCpOyL27IAh4+/gadN5qQUqKjSoqMoozR09jbaPfkYCMtAwO7j5Ybq3Pqws7ezv6Dx+ASqUydijlwtnVmQEjBrLwmwXcvFJ0xY4WbVqiNFfy7SezUavVDHtuOJ16dGbuVz8Um+yamJgwefobPIh4wOWzl6Tf6WUgJcTVlEwmY9Kb77Jl41qys7OMHY6khBo2bqb3HfaLf56LvX3py0kVZ9eOLTQ38HnkakVKio0iLTWNpPhEJk6dpPccqSkpTHjnNQNGVX0JAmxcscHYYZSrNz94i7w8DfeC7hV5jXdNbz6c9THXLl7l2IGjCILAxPcmERocQti9outBm1uYE9guEK2oZcm8X8sj/GpBSoiruQ6durJl4zpjhyEpgQf3w/HwrKHXWK1WS4NGTVAIAty8DBdPQ3JimeI5c+o4b0yZVqYGIRKkpPgpE0WRBbN+wqumt97tn29eucHJIydLXXNYUjgvX2+srKv2zWGCINC0ZVPu3Axi/dK1RV4nk8lo2TaQ9LR0YqNiMFGY0K5Le4Jv32Xpwj+KXaNFm5a8+vZr7N26hy2rN0u7xaUk3VQnQaPRsHXTOoaPks6BVmSrlv9Bj159cXVzL/XY3Tu30rtHH0wWfQsJsfmfF199F3xK1tb13+JiY9iwdiWTp0wt9VhJEaQb7Z6KS2cuUr9JA8wt9GstLooiF89cIKB1C6kBjQElJyZx69pt2ndtb+xQyl1Odg57t+2h39D+ZIiZRKQ/wNrUGn8b3wLvAEZGPGDpz38yadobODg5kJeXx86NO2jaoikaF9j/4C9ERHrU6Exdu1oF1rh+6RpyExMcHB1w85TqFf9NuqlOUiy5XI6tnR1XLhdeTFxSMXTt3kuvZFij0XD75nXkF09BfDSCKvef/9b/qVcsGRnpvDRB/7ebJRJj2LpmM1mZWXonwwDrlq7F1d1VSoYNzM7BnpOHq0bnuidRmisJbN+Kn36Zz4dnZ7Lk9kq+v7KQxbeWFdjVreHjxbufTiU1JZVzJ85iYmLCgBED2XVoN7NO/Mj5uMtcjL/Kj1d/4VbSnQJrNA5oQs1aNdm0ckOR9Y0lBUk/0RIAevTqh7W1jZQUG0KeGmKjIOPxvvb60mg0bFq/Wq+x8XGxTHrrPYTUJFCruZuaxo3kFN2DGWmlnu/QgT08uB+BuXnRZYQkepCOTpSroBu36dyrCx26d9R7DlEUkcvlePl6GzAyCeiOFLw+bTJxMXHGDuWp8PTy5H7LBMI23yExPIFcrYqriTe4nlSwY52FpQW+/r48CH/AzSs3kMvlaNopSI1I4f6Ku2jVWlRaNbvuH3hsDXMLcya//yZKpZJZH8yUKlE8gZQQS/L5+dfmr0P7yc3NMXYolVd0JMLMaQjzZyLMnAYHthtk2tiYaAJbt4W0FITF3yF89hbC3C8g5uETx65Y+htKpTlizTqgMGXXgyjq2FgjyuXgW+uJ4/9No9Hg5OxC56499H0qkuJISXG5eHg/kj1bdmPnYF+meTat3MjI50cZKCrJf5lbmLN80TJjh/FUaEUtGepMPAb6khOT9ehzIok5SY9dKwgCw8eOoGZtP2Z/NIvMlExs6tvjOcwPwUR3xEKjLbqsm6OzI+98+h65ubns27ZX2i0ugpQQS/IJgsCU9z7g+NHDZGZkGDucSklYugAyM3THETR5CH/thbDgMs97PyKM1q3bISz+DsLuImRnQdQDhF++hazMIsep1Wo6demuO5dWvwnxgZ14oW4tFCYKqOGL+MzLpYpj4U/f4edX9BksiQFISbFBZaZnkJ6WzuT339S7Qgvoag7b2ktfm/JkYmJC+67t0Wq1xg6l3MkEGW4WLsjkMhwCXQAQAG8rryLHWFha8MaMN6mv9Uf9IBsTK13Lb1OZgp5eXYpdz9zCHB8/H5xdndm+fht5eXkGfDZVg5QQSwoQBIGAFq1Y9qdUuqXUtFpITkAALiY8epUvihAdWeapz5w6jpCWAimJCFotcdk5CACiFiLDixy3Ye1KWrX55yaVNWH3UXzxE+JXCxEnfwAWliWOITs7i/oNGmNtY6P/E5GUjJQU602j1XAs6jSbQ3dyKe4q876eh4uba5nqBedk52CiMKFH/54GjFRSmNYd27Dqt5XGDuOpmNJ4AvZmtihkCuSCnOF+A/G39S12jLWNNUM6D6JxUm1Mrmioae3DS/Weo4VzydpfB7RpweBnhrD2j9VsXbPZAM+i6tCv5oykSnNwdOL1N95h986t9BswxNjhVB4yGVjbQnoqp2LjaeHkoPucc9lbkg4eNgrMzECrRSuKrLwXxruN6+uS8CI6z+Xm5pCWllJgV6xDp65Y6pHQqlQqtmxcx7Pjxuv9HCSllGIrVZ4oJa2o5furPxOaFoFKqyIvWkW3IR1xcCpb/e0Vi5fRb/iAMu0wS0pGJpORk5NDbk5ule8A6GrhwrdtPydVlY6FiTlm8pK9aBMEgelvTycvL48Vi5ZRv07p37UbO+F5Hj54yPGDx6hVrzbuNUp/w3ZVI+0QSwolCAJWVtYcPrjX2KFUKuLzkxDNlHT19UFUmEJAG6hVv0xznjx+lJSUZLCwgtadSQE6ubno5vf2A6+ahY6LCAvltUlv53+87I/F1K3fQK8YDuzdSbsOnfUaKykDaae4VIJTQghLv49KqyLheBRpkSmczL5AriZX7zmTE5MYMGIQnl6eBoxUUpxXp0zg7q07T76wCpAJMuzNbEucDP+biYkJQ8YM5ej+v8jKLH2DLU8vTwLbt2LHhm2kp6VX+7PFUkIsKVKnLt1p2qwFF86dMXYolYePP+IHs7lWuwniWx8jDhuna8NUBuFhITRs2AQAcfAYTvk2IGDYGMSBzyC+/LZuF/o/RFFk29aN+TtaWq0WUStiUYojEn8LCw2hQaOm+Nb0K9PzkOhJSopLLFuTg0x3mAir2nY4BLogIJCjZ0IsiiI/z1mIk6uTIcOUlMD+HfuqbDtnQ7J3dGDAiIFsW7eVrWu3lHq80lzJhHcmEhsVy6wPZpIQl1AOUVYOUkJc0WRnwd2buhuxKsCNBQ6OTpw4foSE+OpRCscgLKxIQABXD4NM1yygJaZmj946FASCMrNh4Cho0xnk8kLH5ORkM3joyPyPL5w7zfMvTSj5opERcPYYYtB1Vi//nRpeUpkpScXnZ+PL33tcSjcLZMhwMXfCRmGt13zpaekMfXa41I3RCEaPH0Nujv47+9XNmJeepW2nthw9oN9uca16tXj3s6moVWo2r9pULXeLpYS4PKQkwV974PDuAl3Bnig+BuGbDxFW/ILw+1yERd+Cke8EFQSBN9+eTnhYKKmpKUaNpTIZOXqsQeZJTk7i/JlT+R9nZWXywkuvPXHc8j9+pU5d3VENtVrNsb8Ol7yRwJmjCL98g7B9LeE/z+EdbzcUera4lRiItEtcIjam1rzf/E3cLVxRypXUtvNjarPJep39TUlOYcOy9TRoot8xI0nZeHrX4PeffquWiZm+XD3cqN+4AX/MX6LX35vSXIl7DXdq1qrJuRNnSUstfZ36ykxKiA0tIRbhh88Q9m5F2L8VYe6XEPWgREOF9X9CdiZCbg6CKle3S3f6SDkH/GRyuZzadeuxaMGPxg6l0li/ZoVB5lGr1fTs279U86anpWHv6Jj/cXZ2Vsl3h/PyELatQVCrSEhPY1dIGJahdyDiXqljlxiYlBSXiI+1FzNbf8TPnb7l/eZvYWem39/bmaOnGT5uhIGjk5RGg9aN+PP4ClYHb+JOivRvUEm4uLnwxoy3OLjrALs379JrjuatA2jVoTWrflvJni27DRxhxSUlxAYmHNwBuTkIWg2CVguqXITdG0s2OCkBQRSJz8lhQ9h9UKsQ4itGZxlbWzvee/8Tjh89LL1iLwG/Woap1Xtg7048Pf+pS+ni6oajk3OxY+4E3WLU6HGA7gzkogU/4uJSwkoXOdkggEYUWRcawUt1/HVnoNOr105BhSUlxU/F5bOXqNuwLnb2dsYOpdpKU6Wzy/wvdp7bw8HIo/x49RfOxV4ydliVRs8BvXBwciA8JBxVbunPYguCwOtTJ9GpZ2c2LF9PVGRUOURZsUgJsaFlZCCIIhpRZPbVm4SnZ0BWCZtc1PBBlMlxVirxsbLgenoWuR4V5+ymiYkJZmZmbN20ztihVHiOjoa5CScpMfFff07Aza34c8m5uTmcOP7PuwqxMdF079m35AtaWoGVDT/cCMLe1BQrhYnuLHsN39KGLikvUlJcrkRR5OCuA/jWKrx6i+TpOBZ1mqy8bHKTc8h6kIFKq2ZDyDZjh1WptOnUFoWpgm8+mUVGmn7NtiytLBk4chAnD58gPja+Sm+ISQmxgYlNAxEVpsgFgfca1ycDgRNyZYk674gjx4OLG6JCQaCbK/6duvHNnj2EhYY8hchLplWb9vTs3Z+L588aO5QKzRCVOdLSUhk3/tX8j48c2o/DExJtVa6KZ8f+Uyv47JmTtAhsXfJFBYGowc/h6uTMs7X9EJXmiONeB3vHJ4+VPD1SUlxurpy7zHufT5NqDhtZjiYXjajBubMnpg66m4pVWrWRo6p8PL08mTHzQx4+iOTwnkN6zaE0VzLy+VHEPIxm1gczycnOMXCUFYOUEBtay3aIPQYiWlhiYmlFo0EjcOjcmz+X/FL8K6v4GISl8yEtFTx9Ed/+DPNnX+WDT77CxETOyeN/PbWn8CRW1tacPXOS8LBQY4dSYfXuN7DMc+zfs5OMfx1VaNOuwxNLn/226CdcXN0AuHrlImZmpS9sP/3LTxn883LEr39B/HI+1Gtc6jkkT4GUFBvcw/uRXDh9vuQ3oErKTYBzE0xlCmQKGSaWCkxlClq5BBg7rEpJoVBQt2E98tR53A+7j1qt3wuLxgFNmPrFdO6HRbBp5cYqt1ss/dQbmiBA176In89D/OInxL7Dqd+oCS9PmMyeXdtYu2rZ47vFOdkIP8+GB2EIWRlwPwRh+c+g1WJiYoKXty/Z2Vns273DOM+pEK9NmkJOTjZJidW3ZmFRMjMyuHr5YpnncXVzp4aXD6CrLrF9a/Fn0ePj4who+c9usLW1DT179y9mxOOuX71EnwGDsba2AblUWUJSfYiiSG5OLuNee8HYoUgAPxsfXm/4Eq7mztiZ2tDJox3P1Bpq7LAqtV6DemNuYc7sj74mNkq/+5NMzUyp06AufnX8Cb59l+jIaANHaTxSQvwU9RswhBaBrbl14xoP7of/80BkhO7uflHkfkYmaDS60m3J/5wf7dGrH737DWTB3DnExRr/Rju5XI6Xlw8L5n1HnpFLwz11kRFw/ABcOlNoWbys7Cy0YtlqSGu1WlKSk/I/vh8RTueuPYsdc+PaZbp0010Tcu8uF86fQV5EneLCJCUm8Nui+Tw37iX9gpY8fdIuscEc3HWA6MholOaFt0KXPH1NnRoyq80n/ND+K56tPRwTWcn/PZMUztnVmWlfvE9urorTR089eUARmrdqjo+fL1vXbuHUXycNGKHxSAnxU1a7Tj3q1K3Pnp3biImO0u0Wm5rCo7ceUlQqZl+7hSZPo/v8f7z82mRu3bxeIZJiSysr3nv/E65fvVzl3jop0tXzCL/MRti9CWHzCt3O/n+SYisrK3r26lemZYLv3Eb+r9q/CfFxNGhY9NGFxIR4Qu4F53+clZlZoDFHSaxY9jvjX51U+mAlxiUlxWUmiiJW1la079bB2KFIJOVOaa7Eu6Y38bHxnDl2Wu95zJRmvD51Eq07tmHB7J8qfSUKKSE2AlMzMyZMmoJMLmfW/z4mSmYC3n6IClOaONgzNaApFx1c+ev8ucfGmptb0KVbT04e/4s1K5c+/eD/w9LSEkEmsHLZEmOH8lQIm1YgqNUImjxdrei4aLhe8HhEWGgIly4+/rUrDQcnZ3o8qg6Rl5fHhfPF36SnFUXGPPcioKssERISjJlZyXe69u7egbuHB80DAvWOWWJEUlJcJr/+uIimLZsZOwyJ5KkaNGowge1bMefTb0iMT3zygCLI5XJemTKBkKB73L5+q9JukEkJsRG5uLgydcaniILADmdvtP1GILbvhnzECwRO/wJVbi4PI++Tk5P92NihI0YzaMgIdm3fbPQOcs2at2TwsFHcuHbFqHGUO1GEXN3XYmvEA90PvVbzWFk9CwtLvLx9y7TUqmVL8ts1azR5+cluYfLy8ljx569YWlkBcPTIAbr16F3itURRZNP6VQweOqpMMUuMTEqK9ZKZnoF7DQ8sLC2MHYpE8tTJ5XImTZtMaHAoEaERes+jNFfSsUcncrJzmTfzx0qZFEsJsZGZmSnx9PTC08eX3UmpqPqNhBZtQRDo1XcApmZKvpv9ZcEzx49YWlnRoXM3Nq5bVaKybuXJxsaW06eOc+vmdaPGUa4EAXxrIcrkxGXnkqvVgiCDmnUKXKZS5eYnp/qq/ajtMsCSRQuKLbcWE/2Q3n11VS1SU1No0qwFNjYlT46W/r6IGR9/qVdFCkkFIyXFpaLRaDi05xCDRg02digSidFYWlsR2C6Qs8dOs3XN5jLN1bxVc6Z89A7HDx5j44oNlSoxlhLiCqJ5QCD9Bw5l1fLfC1QTcHZ24cNPZ2JhYcnqFX8+lvja2trlV7DYvGGNUb/5Xp4wGaVSWSHON5cX8flJ4OPPMD8fZJZWiKNfBg+vAteEhdwjM0O/IugAd4NuFTi64OjkjEKhKPL6ixfO0bBxUwA2rluFg0PJawaHhARz6sRR/GvVefLFkspBSopLbPfmXfjXrWXsMCSSCmHUi6PpN2wA65auJTUlVe95BEGgU8/O1K5fh+DbwTx88NCAUZYfKSGuYF58eSKtWrfjyKF9xMboypnIZDIcnZxp2rwF586cLDTZ6j9wKHXq1ifo9k2ys7OedtiALk53D09+WfCj0WIod5bWiK9P51in/kS9/B40bvHYJc1btqKGl/4dBo8c2o+dvT0AD+6H06lL9yKvDbl3l7xHNSXVajU9evXLr0P8JFqtliMH9/HDT7/qHaukgpKS4idKiEugactmNGza0NihSCQVhqmZKX2G9GXf1j16tXz+t6Ytm+Jd05sd67cTfDu4wu8WSwlxBeTm7kHrth3Ytnk9mRkZ+d9EDRs1oVWb9iz5dQFHjxx8bFyjJs1wcHDku9n/IzfXOJ1kzM0teOvd97kfHmb0YxzlycOzRpGP/XV4PyqV/v+QDBg8DAsLS0B3s5uVtXWR15qamjLoUTWJTetXl+rv/JuZn+Hg4Ii1jY3esUoklUpODgSHwoOH/LnwdxwcHYwdkURS4dja2TLqxdHs3ryT9UvXlmkupbmSie+9joeXB7M+mFmhd4ulhLiCsrCwZMKkKdy/H87srz4l+VFNWplMxpR3Z9CkWQBbNq4lKyuzwDhXN3c++mwmt25e5+D+3cYIHXt7BzRaLb//utAo6z8N3t6+RR5jyM3JQanUr5ZpRno6e3Ztz/+4W4/eRZ4HzkhPZ8e2zflxWFlZUdPPv0TrJCbEY2VtzbCRY/SKU1IJSLvEBcXGI3z4NcL830n98geeM1FgZSXdSCeRFGXImGG07tSWcyfPkZmu/zFAAEsrS979bCqZ6Zkc2XekQu4WSwlxBVe/QSPeencGGelp7Nq+Of+byN7egfadurJl47rHdiNlMhnNAwLRarREPYw0SuOMBg0bM2jICMJCQ5762k9DbGw0d+/cLvSxjp27o1Sa6zVvWOg92rTV1UKNjnpYbMe7hIR4Bg/T7Q4fPXKQDp27lXidD6a9xfiXX9crRkklIiXF+YQlqyAzC1VmJj9fvYFHTBycOm/ssCSSCs3Hzwf/Ov78PGchGo2mTHMpzZXUaVAHewd71v65psA7miqNiuy8xytqPU1SQlwJWFrqyng5Obtw5dIF0tPSAF3Ztueef4kDe3ey7I/Fj73i6tV3ACIis/73CYkJ8U89blc3d44fPcTlS1Xvl463ty9+/oXfjLNz2ya951Wr1TRqoquHeu3KJdq271TodaIocvL4ETw9vRBFkbOnT2BnZ1+iNW5ev0qTps2LPYohqUKkpFgnPgFBFInOyub52n7I1GqEmDhjRyWRVHiOzo5M+/J9zp04y7Z1W8s8X7PAZox56Vk2r9rE+uXrWBa0lknHp/PWiQ/55vJ8cvJyDRB16UkJcSXSum0HmjQL4PffFnLk0P78z/cfNIyevftz4fwZoqMKns/x9PTivfc/Ji0tjXNn9W/TqK9xL76Kra1dlas8odVqCbp9q9DHmjQL0HveY0cP5f/Z3dMTdw/PQq+7cukCPr5+AEQ9fMAbb08r0fypKSks//M3Jr01Ve8YJZWQlBSDhxuiTIavtRVelhaIpqaI3oX/fEkkkse17dwOFzcX7ofdJye77PcpjRg3Eq2fnD1H9pEdm4lG1BCSGsaq4A0GiLb0pIS4kpHL5bz93gcEtmrLmpVLSUpMAHQ3eTVu0ozNG9aQkZ5eYIyFhSW+Nf2ICA996s0zBEGgRg1vFv88r0ylyCoaE4WCqIcPCn0sJ0e/fyhEUaRvv0EApKWlcvZ00f3hzS0saN+xCwArl/2OuXnJzkIu/Ok7hj/zLDKZ9KNf7VTzpFh85Tmwt0M0M0U0MYHAZhDY3NhhSSSVStvO7TAzM+XbT2cTH1v2d55T7DNR+lkQfyyKvEw1eWIewSmhBoi09KTfipWUlbU1AwYN4/DBfflJsVJpzuQpU4mKiuT7b/5XIAEVBIGRz4zFr1ZtZn/1af6xi6fB1MyMNx7FVdYzSBWFjY0tfQcMKfSxu0GF7xw/yZ5d23Se4eQAACAASURBVLB6VPEhT61m4ODhhV738OEDLpw7jSAIqNVqevUdgCAIT5z/1MmjNG7SjFat2+kVn6QKqM5JsYM94lczED96B/HrDxFfeEbXbEcikZSKq4cbH3z9EdlZ2ezbtrdMc7mYO2JqZkaNEf6YWCoQEHBQluz4n6FJCXElZm1jw4hnnuNO0C3mzP4y/+a5OnXr8+LLE4mOfsjVKwVvyrKwsOS1yW8TFnaP8LCn9yrM3sERQRBYtHDuU1uzPAmCwPrVywt9bMQzz+k158MH9/Hw0JVz27JpHW7uHoVel6fOyy+1tvT3RQWaeBRFFEUWzP2Onr376xWbpAqpzkmxXA5uLmBXjf8OJBIDUCgUeNf0RmGq4M7NINSP6uGXVl/vHjibO6KUm6GUm2FhYs4LdZ8xcLQlY2KUVSUG1bZ9J5q3COTG9SskJsTTvWdfHJ2ccXB0YsPaFeSp8who2Sp/F9He3gFbWzuW/bEYH9+adOvR56nEWat2XQRBIC4uFhcX16eyZnnyrelX6Oc3rV/N5CmlO6MriiJde/RGEAQ0Gk2RJWlyc3M4uH83L0+YTHJSIvb2Jaujun3rJj745EuU5vpVv5BUMSm2YKd/JyqJRCIB6Na3O+lp6cz+6GsGvTqULSl7ic2Ow9XchYkNX8TNwqXY8eYmSj5vOZ3bKXdRa/Ooa1cLK4XlU4q+IGmHuIpQKs1p1rwlMpmcsNAQUlKSEQSBUWOep2nzFnwz8zMeRt7Pv14mkzH+ldfp0LErK5b+9tQaefjXqsORg/s4e/rEU1mvVDLTIeQOxJfsBsCiOsLp0+giPCyEG9evAhD54D7PPf9SodddPH+Wjp26AnDv3t0S7UbfunGNPTu30riJdF5S8i/VeadYIpEYjLWNNVM+e5cFl3/jxulr5GpUPMh4yOxL81BpntykSiFX0MSxIS2cmxotGQYpIa5yunbvhZOTM0sWLeD61csAmJiY8O60j0hMTODShXMFrjc1M6NHr37s27OzTN3VSmPUmHHY2tnnNxupEEKCEGbNQFi2AGHuFwi7nnyX67kzj6p2pKdCSBAk6ko4tWnXsdTLa7VaOjy6SW7r5nUoFKaPXSOKIiYmJtSp14C4uFiuXbn0xHlFUeTkiaPM/LZqHFUpN/ExcHgX/LUHUirQ96VEIpFUAomaZBRu5qjSckk6G4uIiEqrJjor1tihlZiUEFdB1jY2TJ3xCXXq1WfhvO9IS0vF1MyMJk0DyM7OZvmfvxa43t3Dk0FDRrBi6W8cObSv3OMTBIFateuycN4cUlNTyn29JxJFhGULEVS5CDnZCGo1nD4CEcU3FenVpz/cvoYw+wPd+O8/g4M72Ld7R6lDuHTxHE7OureWOnXpjonJ46eZrl29RHJSUn7Mo0aPe+K8P86ZSQ0vbxwdnUodU7URGY4w738I+7ch7NuK8MNnkPj063YbhbRLLJFIDMDCxByNqMGpvTsOrXVHIjWiBnMT/bq2GoOUEFdhZmZKnn3+Ja5cupB/A137jp0Z9+KrrF+znIvnzxa4/uUJk/Hx9ePs6RPl3t3OxMSEt96dQXTUQ70P4xuMKlf3H3A8Jg6tKAICJBT/yvbc6RMIqxYhqFW6RDpPjXBkD4G1C2/YURSNRpNfP7q4snj29o5069mH9LQ0Nqxb9cSjGZmZGSQnJ9HnUSk3SeGEXRt1X3+NBkGjgdwchEM7jR3W0yMlxRKJpIxcLZxp6dwMM5nu3U0zmSmBLs1xMXc2cmQlJyXEVZy9vQOdunTn7p3bLFm8AHhUgm30ONLSUgkLvVcgIfXzr42Tswu/zP+h3GOzsbHF0tKShfPmGLevuakZWFgBkKxSEZaeAaIIrsUX7U+JiwWtLu4TjzpeqYHUIuoTFyU9PY2XX50MwJnTJ6hXv+Fj1yQmxHNw/24UCgVBQTcZOvzJd+F+9uFUps34rEQl2aq17Ez+iorl+xtBaEURQRR158mrEykplkgkZfRK/bGMr/8sg3z6ML7+s7xcT7+KS8YiJcTVRK8+/Rn/yuvs2rGFk8ePIggCXbv3AgS+mflpgZvq/GvV4Y23p7Fz26bHdpENzcvbl559BpCSklyu6xRLEBBfegvR3JLOPt7YW1og9hoMNXyKHTZy7Hh4dLThcqIu/iyVilhV6XbXN6xdmd/TvXvPvoU22bh54xoDh4wgNzeH5KQkPDxrFDvn5UvncXB0wsZWSnSKIooix/46xK4cLQ1cnJjauD4yQUBUmCI2fXIpuypHSoolEkkZCIJAK5cAhvj1o5VLQKXbjJES4mpELpfTb8AQcnKyCA8LJTMjg5p+/nz46Uzu3b3D1s3r83dqBUGg/6BhxMREkRAfV647uA0bNeH40cMc++vQky8uLzV8ET/+Dut3P2eVex3o3PuJQzZsWIM4/i1EpTn9/HwRTUxQDh7NgGdfKNXSfv61sLaxISw0hMsXzz32eF5eHhqNBmdnF3Zu20xNP/9i50tPT2P/3l28/9EXpYqjOjl39hT3gu8gk8noO+1TXHr0RzS3QLSw0r0YCmhb+klVuQgblyHM+Rjh93mQlGD4wMublBRLJJJqSkqIqxlBEOjesy9WVlbMn/stsTHRyGQyGjZuioeHJ6Ehwfm7tYIg0H/gUGKio/hm5meocnPLLa5BQ0ZgYWFJdnZWua3xRAoFuHpg7ehYosvr1K0PNWsjfvwdf/k1RPz4ex64eXOmFCXlsrOzkMt1u8yq3JxHu/YFHTm0Hzs7ezQaDQEtW1O7Tr1i5/zmq8/o0LELcrm8xHFUF2Gh97h86TwpycnUql2XDp26IsjliP1GIH7xE+Lnc0v0Yqgwwp8/waXTCPExcPcmwvyZYMzvZ31JSbFEIqmGpIS4mnJyduH9j75AEAR++vEbMjMzadWmPS4ubixeOJfbt27kX9uoSTMmvzWVW7eu692WuCRaBLZm3vezSUww7h3+Xbv3KlH1C1s7O91RE1Mzck3NwMISURRxLkXTkUsXzmFhqau7ePXqJewdHk/Ga9epR7OAlhzav4fkpMRi57t18zqBbdrR/lEJN4mOSqVi5bIl3Lh2hWbNW9KrT3/Dvp2XlQnh99Cq1URmZiGIWshTQ+hdw63xNElJsUQiqWakhLgaEwQBF1c3Rj/3IhHhoVy7eglrGxumf/g53t6+LFm8IL82sbWNDY2bNOfY0cPlVj9YEATefOd9IiPvP7WayIVJS0vj7OmTT7wu5F4w6WlpAAwcMgIAKytrfGsWf6Th32rXqUfzgECSEhPIznp8NzH4bhCXLpxFEATs7O0JaNmqyLm0Wi2ffPAu/QYMKfH6VV1GejpzZn/J6ZPHGPvCKwwcMqJczrUlpiSTkJ3ND9dvk5jz9zspYv4Zc4lEIpFUbFJCLMHFxZX6DRoRHhbKrh1bEAQBSysrevUZwJlTx/OPUMjlcl557Q2SEhOY+93X5dLdztLSEk9PL+b9MNtolSfq1muAu7vHE6/r2r0XVtbWAGzZsBaA27duEBsdVeK1Vq/4A4VCQU5ODs+Oe7w7XUx0FP0GDuHcmZOF3mz3b0cO7WPqjE9RKBQlXr+qinoYyY9zZpKWlspb70ync9ceBl9DFEVioqM4cmg/m7dvQdm8DVNbNKOpoz2i3ARs7MGvrsHXfWqkXWKJRFKNSAmxBNDtzg4aMoL+A4eyZPECLp4/i7ePL526dGfzhjXs3LYp/1r/WnUYOWYc4aEhBdpBG4qTswt9+w0iwUhHJ0xMTPLbKBcn+G4QEY/qOzdo1BgA35r+T6wA8TeVSpV/Hnjd6mWPJbIZ6elkZ2ejVJpz9colGjZuWuRcQbdvsnPbZtrq0SWvKomPj2P1ij9RqVRMmPQ2Hp41MDMzbGH4zMxMUlNTmPvd1wTfDaJr9168OvFNLMdNROwzDLFhc+jQHfGND3Xn0iszKSmWSCTVhJQQSx7z8gRdTdxLF86Rk5PNS69Ooku3XmzdvD7/DKunpxc1/Wqxcf3qAueNDaVRk2bcuHaZA/t2G3zukkhPSyUnJ7vYa5RKJVmPbpoSBN2PUnjYvRKvEXT7Bp266HYuA1q2fuzxnds306BhI8JCQxg2YjQyWeE/rqIosmv7ZmZ8/GWJ165qkpOTuHnjGqdPHmPA4GH41vTD8tHZbEOJj4/jwrkzLF3yCyqVinemfUTHzt3+uUAmg449EF+YjNh/JDxhR7/SkJJiiURSDUgJseQxgiDQIrA17h6ezP/xW/Ly8rCytqZ7jz7s2rElP1E0NTNjyrsz8PLy4fdfF6LRaAwaR9fuvTExMTH4vCUx9sVXyMrMLPaaho2a4u3tC8DNRzvK9yPCkZfw3OiRQ/uxtLLi1Imj1G/QqMBjoijSum0Hanj5sHnDaqxtik5KFv88l6bNWuDq5l6idYsVHwvh9ypNdYSM9HRioqNYveJP3NzcGTRkBDbF/F2VlkqlIjU1hUULf+TMyWO0bNWGyVOm4vyozXa1ISXFEomkipMSYkmR3D08mfbBZ9y4foVfFvyAqZkpY194hbOnT7Lwp+/z2ztbWVvTsXM3Lp4/Q1ZW8UlkaXXt3otf5v9AXGyMQed9ElErsmn96mKviY5+yNkzupvvhgwfBUDfAUOwti6+pfLfBg0ZiUwm4+zpEzj9J8E6ffIYDx/dXDjimbGYmpoWOkd2dhY3r1+je6++JVqzSKKIsGUlwtzPEX6fhzDrfXgQXrY5y9HfTTWW/LoAS0srJr/1Ho5OhmsRmpycRNDtmyyY+y3JSUlMnPxO/o2T1ZaUFEskkipMSoglT9SseUsGDR1JRHgY169epnPXHowaM44b168QfDcI0NXkDWjZmvk/fsuVyxcMuv4rE9/gTtCt/G5uT4OllRX+tesUe42jkzPuHrr2zrt3bAVg/erlRR5t+LeHkfe5euUieXl5jH7uxcfGmCgUtOvQmUULf8TVza3IeX74diZffP1d2SsnBN+Ci6cR1GqE3GyEnGyE5QvLNmc5Wb92Bcv+WEzHzt14+70PsLYp2QuQJ9FqtaSlpbJy2RJ2bttE3XoNeHf6x/jW9DPI/FWClBRLJJIqSqoJJCkRT08vRFFk4/pV5OXl0bR5CxwcHFn+56/Y2tnj7OyCiYkJ0z/8nNiYaPbv3UXP3v0MUuJKqTSnZas2zJn1BdM++KxECWep3L2JsGcTqHIRW3aALn1AENBotGg0miIbXJibm5ORng7oElgAzxpeJVoy6PZNWrRsxcXzZ8jLy8tPrEGXLKem6Oog16zpj1JpXugc586cJDsrC4dCaheXWnwsaDXcSE5BhkADe1tITQZRhArQfjMvL48dWzfi6eVN1+69DXpkIT0tjdTUZNauWk7f/oMY+8IrBpu7SkqxBbtUY0chkUgkBiXtEEtKTBAERj4zlibNAvhm5mcE3brB+FdeJ0+tZtb/PiYhPg5BEHBz98DJyfmJRw5Kw9zcIn+X2qAiQhCWLUR4eB8hPhbh4A44rLuRLy9Pzb1HO+CFMTFRcO3qZUB33hnAx7dku4muru54efuSlZVFYOt2BR47dGAvrdu2Z+/u7QwYPLzQ8dlZWVy6cI4vvv6uROs9OSAP0tR5nIiJp76dDSKAg5PRk2GtVsueXdu4HxFGnXoNaNW6ncGS4Yz0dLZuWsfqFX/g4urO1BmfFFvJQyKRSCRVl5QQS0pNfvYYM8jCYul89s/6FCdHJ6a8+wGZmZkcP3oYgICWrRjxzHP8+vM87gXfMci69Rs0IiU5qUAJuLISLp1BUKsQRZHMvDwEtQrh3DEAOnftgUsxN6qZmJgwdPgzAOzavhmAUyeOPnFNrVbLwQN7EEURVW5ugfPBubk5tOvQGbnchJDgu0XusH/0/js0atLUYO2ZD4SEcs+7Dq81rg9Kc7CwQnzhDYPMrQ9RFAkNCebwwb24urrj51+bho2alHnenJxsEhPimTP7S65fu8yQ4c/w2uS3izyjLSmCdHRCIpFUMVJCXJVkpiMsmYvw2VsI338KkeGGX+PqeYRdG5Cnp+Ivh3rR4az+YgZmSiU+vjXJyszk2F+H8ptqvPzaG0Q9jCTyQYRBlm/eIhBBJjNc5QmFAlEQ0IgivwY9Kpkm150ksrCwZNkfi4sdvnXzegCaNm8B6G4CfBKVKpd+/QdzJ+gWeZq8Ao/t2bkNrVZLSkoSr77+ZqHjw0JDaNWmHR06dSv08dJKT0tDlZtD8zenI86YjThpBuJH34J7yeopG5pKpWLeD7OJjYmmR69+xXbnK6ns7CwO7NvN4p/nYWpqxrQZn9K2fScDRFuNSUmxRCKpQqSEuAoRlsyFkNsI2VkIsVEIi7+DdMOe9ROunM3fUQ1OTcdXacp4F3sO7d/DksUL6NG7Hx07d+O72V8SdPsmcrmcTl26cy/4LosW/miQGPoPHMqq5b8bpCmI2LYrmJohl8mpbWONqDBF7P1P6+MaNbyLHW9hoas1+3fb5evXrjxxzR3bNlHD2wdHJ2d6/Ks6hCiK1KnXAN+a/qxdubTQs8MajYaP35/C8FHPluj5FUcURZb9sZjbt2/Qf9Aw3Sdt7HSJsOLp75g+jLzPrP99wr3gO7z93gdlTlg1Gg2ZmZnMmf0lR48cpGfvfkx5d4bBbsKTICXFEomkypAS4qoiOwtiIhE0Gh5kZBKX/aitcliwYddRWiAKAiJwJSmZLeEPwNyc3v0G0nfAYG7euMrdoFu8O/1jNHl5nDl1HK1WS5duPXnx5Yns272DqIeRZQ5j9HMvcuVSEdUsVLm6m8FKwtEZccon0LYzbXr04WLLztA0MP/h5i0CSSymY16HTl0BuHvnNgAJ8XFPXDI2OhoLC0tWLv2tQBe1a1cvkRAfR0pyEkNHjC507LG/DjH2xVfL3J5Zq9XyMPI+zVsE0uo/Z5iftqDbN5kz6wtsbe15/6MvaNCwcZnmy83N4fTJY8z7fhYZ6WlMff8T+vQbZKBoJY+RkmKJRFIFGCwhFkWRjh07Mm7cOMaNG8f3339vqKklJaFQ5CeB1qYKdj54yJ2kZMLiDdv+WOzeH8yUCHI5I2r6MLiWH6ty4cC+3Xh6etGwUVPOnztNbEw0des3xNrahiWL5gO6ahFduvdkz65tqNXqMsVhampK3wFD+HHOzH+OT8RGIXw9HeGTNxE+fRNuXyvZZE6uiEPHYvfSm/wVXPAFhEajya81XJi9u7YDMHL0WABGjRlX7FIqlYphI8eQnZ1FoybNCzx28/o1WrftwK4dW/Dzr/3Y2JB7wRzYu4u+/QeX6GkVRaPR8MO3M0lLS6NJ04AyzVUWoSHBbN+6EblczjvTPsLK2lrvCiKiKKJSqVgwdw7btmygTbuOvDv9Y1zd3A1S6UTyBFJSLJFIKjlBFEu6lVa8iIgIZs2axaJFi0o8pt+AQfwwf4khlpcA7NuKcGy/7kiDQoHo5sk2j9pkZWfTq09/7B0cDVOyLDkRLpxE0GgQm7UCN09uXLuCSqXC3cMTdw9PEhPi+WXBDzz3/CvU9PNn57ZNmFtY0L2n7ojA8aOHuXvnNuNfeb1MMYXcu0tqSgoBAS0RZk6D9FT+Tn9EhSni1P+BfcnLksVER+Hg6JR/k5VWqyU0JJhatesWev3pk8do274TC+d9x+QpU5n/47e8+c70Iuc/f+40qtxctFotbdp1zN/pTUyIJzEhnoyMDPLy1LRq0/6xsR/PeIfX33i3xKXdCpOTk83tmzfw9vE1aCOL0oh8EIFarebShXMMHDwcUzMzvedSq9XcuX2TPbu3M2zEaPz8a0sJsDFJ5dgkEkkFVs/+8c2mvxlsh/jmzZvExsYybtw4Xn31VUJDQw01taSkeg9BfHYCYpc+iANGwevvM3j4M4wZ+yLRUQ/5/pv/ERcbQ3ZZ2/LaO0LPQYh9hoKbrn5uoybNqN+wEdu2rCchPg47ewdmfPw/rK2tWbd6OX36D8bCwpJ7wXfIysqkY+dudO3ei6DbN0lOStQ7FP9adXB0cmbTij8gOwsBuJWcilqrBZkMokp3zjgpKZED+3blfyyTyfjr8IFirwewsdXtkPn51yp2fpkgI6BlK86fPVXg2MPWzeuxf1RPuLBkeM2qpfTqM6BMybAoisz9bhaeNbyMkgz/3f3t4P49uLq5M3zUs3onw3l5eSxdsohlfyymYeOmTJvxKf616kjJsLFJO8USiaSS0ish3rBhAwMGDCjwn5OTExMmTGDFihW89tprTJs2zdCxSv52PxTOHIU7Nx4/K9uwGWK/EdC2K5j8k3A1atKMaR98hqWlFb/+8hP79+zMb71sKObmFkyc/A4ajYZZ//uYiPBQnJxdCGjZigP7dtGkWQtsbO2Y+93XpKWl4udfGy8vHxYtnEtKSrLe6/r41kRuYUnWo2MYlgoTXcUIrRasS/cLun6DRoj/6YhnampKTk52odeHhegqU7Ru2wFRFJ+YaEZG3kehMGXM2PH5n9NoNPTo1Y+I8DASExMeG5Obm8OBPTvp2Fn/qhLx8XEc2LuL6R9+jotr0Z3vyoMoimzZuJZN61dTu049Xnx5IhYWlqWeR6PREB4WypxZX3D92mWef2kCr7z2hpQEVzRSUiyRSCohgx2ZyM7ORi6X57/V3KFDB44fP17sLyvpyIQejh9A2LtF92dBgMYtEEeNL3UDBVEU2bFtEyHBd3jj7ellvknrv7RaLenpaWxYu5IxY8djaWnJquV/IJfLeebZ5wkLvcfxo4cZ+8IryGQy7gXf4fLFc4wcPU7vBGfHd1/ROOIONW1tSMjOIat2A7xee7fUfzfnzp6ibr0G2NraAZCZmUlqSjIeno+XIYuLjcHF1Y0Fc+fwysQ3WLF0Ca9OLLxcWkZ6OmtWLcXVzZ0GDRvnH8PYv3cXLq6u2NjY4lvT/7EjJL8vXkC/gUMLdLMrrV9/nse48a9ibm6h9xylpVKpWPb7Itw9POk/aJjeX1eNRsPWTeuIjLzPpDffM/j3qqQcSEcnJBJJBVTckQn5559//rkhFpk7dy537tyhRYsWBAUFceHCBUaNGlXsmFWr19Bbuvu75HJzEH77ESFPjaDVIGg0kBgLdRrBo+StpARBoG69BgS2bsfDyAcs/nku9g6OuLi4GiRUQRBQKpXU8PLm4vkzyOUmdOzcDS8fX44dOYSjkwvu7h4kJSaQl5enq2GcnUVOTjZKpRKFHmW//Fu1Y2/EfRr36ItFpx4svX4LLx9fbGxKt2OlVqs5cfQwDR41gtBqNaxbs5yWrdo+du2fS3551GlOxMPTC2dnV+ztHQqdNzMrk2YBgdwNukX7jl3yE8Tr167g4eHJjetXqf+fCgtHjxzk1MljDBs5plTP4W93bt/kyOH9PD9+wlNLJLOyMlm17A/sHRxo1rwlzQICS50Ma7VaEhPiWTj/e7RaLb36DKBt+04Ga0RSIiFBCIu+Rdi7GSH4FtRrDKb6n3euVnKUoMw1dhQSiURSgJN50fcUGewM8YQJEzh//jxjx45l1qxZzJo1y1BTS/6Wlak7FwtcSUzm++u3CcvIQpuWoveUJiYm+Nb0Y/qHn+Nb058lixewecMaQ0WMi6sbPXr1IzwshAVz52Bra0fXHr05efwILm7uePvWZOO6VZw/d5rAVm1xcHTi+2++4n5EuF7P5dnJ7/LbhUuovf15/Y13dE0nVKpSzeNb04827Trkf6xUmtM8ILDQaz08a6BS5ZIQH0dCfBzBxbR6XrH0N0DEx9cPQauBS2cIXbuUho4OBAffod+AIQWuV6vV3Am6xdffzitV/H9T5eZy985tho8se83ikq63dfN6Ih/cp2effvj518aplG2WtVot+/fs5Ptvv8LMTMl70//P3l3HV3WYfxz/nLi7uyvxkASX4O5Ooe66rlvXbu3kt3VG13Z1aHEv7iEhQAgQIISQEHd3z/V7fn+kzcqwwCi18/5rhXNOzr1pX/ve5z7ned5k5OjEBxuEAVqbEb54H6G9FUGlgvJihDX/erD38GMntU5IJJIfEb37dSFLS0s+++yz+3U5yc1YWoOxCaJKSaStNeE2Vij19PjsyGGMzp5j/qJlGJuY3NPUBkEQMDU15bEnn6O5qZHMixlczDjL/MXL/1Px7GxH2LkOGmrByRVx7kN9ixy+oZD39TTfZKHEqDHjGDk6kdMnU6iprmLxsocpLythy8Yvefq5VzC3sOSTD99l+YrHef23f6SluYljhw8wYfK0u34tEydP51TqcRLHT8bU1JTPP/mAZ1/4xV1dIznpCJOnzeqvmDc01KNWq9HTu/4/maiYwWg0GspKS/APDL6+p1vWC9kXQaWEwEH4+Qdy4fxZzE1NET75O9RVcyArmxneXrgmjLnhAbNfvfIsSx565J4qu6kpSTTU17FwyUN3fe7dUqvVVFdVcunCOaJj4/D2uf2DhTfT29vDJ/9+l8CgECZMnn5Pv/f7qrwIpVZLZmMzjsZG+JibIdZV9824lqrEA9duKbVPSCSSH4X71jJxL6SWibskCBAUhpCf0zdRwdQM3ZXPETttNhFRMVRUlLFx7edYWdvQ0dGOtbXNPfVtmpia4uziio+vPxqNhtWf/RtrC0vsNn0MNZUIsl5obUK4mgkJo0EUEbauRti2BiH1KEJlKQyKgf+q6gmCgKeXNzq6unS0t6HRaJg2cy5dnZ0cPbyfqdNnk3kpA0tLKxwcnaioKKWhvg5XN4+7eh2WVlbY2tmzb/d2hg4fhZ6uHja2tjeE2dtxcnKhoqKsf6pDVWU5Crn8hgfSTqUmY25uQWR0LDY2dri5e2JoaAi93Qjvvo2QcxmhKJeW1GMIfsE4B4YQoJajc/4U8t4e/M3N2VtewVitHINx0/v7nevqamioq2PWnNu3Hd1MVWU5OoIOY8dPuutz78Y3feLvr/or/v6BjBideMt2kZsRRZHzZ9PYsnEtwSGDGD12AkEhgx58NfhbNBoNWzetIycnG926KpQqFYGWFujp6PR9OzN+xl33pr3DLAAAIABJREFUpP/sSe0TEonkB+J2LRNSIP6xMTWH4eNg7BQYOxVs+qYaCIKAra0dCUNHYGfvwMXzZ0k7eQJzCwvaWluwsRn4LN5vGBubYGJqSlT0YBpyr5Cdcoyajk50BAETHR100UJIBFxKRzh/GkGjRhBF6GhDkMsgcNBNr2vv4IiVtQ0pSUfQ1dXFw8sbHR0d2tvb8A8IJjXlGFmZF5k5ez5Ozq789f9+h39AMGbm5gO+dyMjI4qLC7G2tsE/IIgvPvsQRydnLAbYa21mbk5+Xk7/ggw3d0/09PUxNb1+OoKhoSGWlpZs3bQOHV0dOtrb+x6+O3EEoTAHQa1G0Go5XlWDS08HByurSXB2RCjIYU1eAeU9vczydMfaQL/v96mjgyiK/OKFJ/jt239B9y5CPMC2zevp6uxk6IhRd3Xe3bqSdYl1az5lUFgkE6dMv6vWCK1Wy0cfrKKstJix4yYxcnQiZmbm30sQ7u3tobKinJzsLHbv3Iqntw/+/oEkJE7EsaoEdx0RXQTQ1++b3uLp+8Dv8SdBCsUSieQH4HaB+L61TEgeMN3b/+q++cq5q7OT48cOoVKpuJp9mWHDR990WsLtGBgaEhYWQZiLE+dr66jo7uGPWVf5TUwUFj092JQUIKiUaEWRr8qrmO7himFp4e1vX1eXRUtXoFarWfW3PzFi1FjiEoax+pMP8PbxY/ioMezfs5Po2Dheee1NCgvy6GhvIzA4dMD3PXP2fM6cTqWjo52Vjz7F2fTTd1Vtbm5qoqqyHHcPLwwMDNi0fg0v/eL1646Ry+XI5fXY2TtgZW2DhYUFAEJ3B4JGQ0lnFx1KFbF2NigUciKjY8G7L2RX9vTiZGyEoKsDbl79FfVjhw8wdtyku5rRK4oip0+mMHHKdKysrAd83t06c/okV7Iu8egTzxARGXNX93ct9yqH9u9mzvzFPPbks9etrX6QykpLOHkiifGTprJ/z05GjBzLyNGJjBydeP09P/kqXD4PnR19Qdj35stZJAMktU9IJJIfMKlC/BNnaGhIcMgg7OwdcHJy5nLmBXp7e0hOOoKbhyfGxjf2+96UqRlCeRFuGhWeJkaE2ttRYWbF52npdHR24ocafUHARE+Xs40tqOwdMYuOv+O0CB0dHYaNGI2JiQmHD+5l8rRZBAWFsGPbRgbHDeVUajKBQaG4e3iSduoE+Xm5BIXcvPJ8M65u7uzavpm4hGHY2Tmw5rMPGRx/47SIm/Hx9QOxr4UE+pZw+AcEXXdMXW01zU2NePv4otGosbNz6BttJgK5WSRX1xBoacGOyhocQiOIX7ISTM0509BIQFcbrkZGBIZHIq58DgwMqawo48ihvTzz/N31PG9ctxovbx88vXzu6ryBunThPMVFBTg6OjJxynT09Abe17z+y8+4mHGO0WP7+shtbO3uqn3lf9XV2UlnZweff/wevb09GBkZExMbj6OjM7FxQ249l1lHB1w8+j7A2Ng9sPv9SZMqxRKJ5Ht0uwrxfZtDfC+kOcTfn5qaKgQEDuz9Clc3d6bOmHPnkzRqOJOCUFuJ6OIBw8bS1tHB/h2bEVOPUtDUyO/jYjEwNqJqzkp2HjnIsocexcjIeEDtDj3d3Rzcv4tRY8ZjYWlJStIRIqNjqa+rIyX5KM+9+Cr6+gZs3bSWaTPn3lUldPuW9cycs4D0tJOER0QPeFPbP//6R37xq98CkJ+Xi5WVNU7OLv1/L5fLkMvlbFy7GnsHR8aMm/if0XVpx6nftRk9UUOWiTVXLWx5+etrPfXoUgaFRbL84cf75x0DvPL8E7z4i9fx9PIe0P0pFQp2bt/M4mUrv5MFFblXr2BiakpB/jUmTJo24Ac2KyvK2b5lA+MnTcE/IOieFnHcK61Wy7WcbAQdHa7lZtPR3s7ylY+hr29wf1aXS/43UpVYIpF8T243h1gKxBIa6utoaKgj6chBZs5ZgLeP3133cyq7Ozmw5hPMjI05euUKKx5/hvDIaNraWtm4djWD44cQGzdkQJXBa7lX2bVjMy+/+gbFxQUc2r+HJ555kcaGenp7evAPDCL52GEmT5uJ0U0mWtxMXW0NaadPMH/hMg4d2EN4RBRu7p53PC81JYmomMFYWlpRVlpM9pXLzBw9FiHtOMhl1Ll6c6qyEj+/QBydnbG3d+xfTgPw3qp3GDkqkdCwCKoqy/H1C6C1pZncnGxyrmbx9HOv9B+bdPQwxsZGDB85ZkCvCWD3zq3EDxl+120wd9La0kzetRyamhqZNmPOgCu6e3fvoKK8lMefeh4DA8MH1hcsiiJHD++nvKyEiZOnU1xUyJChI+6q71zyAEmhWCKRfA+kQCwZEFEUUSmVrF/7OYIgsGDRcoyMje967Fd62iny867S1tqKm7sHC5esAGDt6k9AgJWPPnXHa2g0Gioryjl2eD9LVzxKcVEBZSXFaDQaBscPxcXVjT27tqEj6DB3wcDm7CqVSvbt3sGM2fPZsvFLVjzy5B3PEUWRE8lHGTtuEqIoUpuXg9u2z0EuQxBFuoDTnsHIndxobm7ikcef6a9CarVajh05QH5eLra2dsyZtxhTMzN++/or+PgGsHzlY/1BUyGX89CS2WzZeXBAVczWlmY2rFvNi6/8ekCvfaBEUWT1Jx9ga2c/4GUgLc1NbFy/htjBQ4iIjH4gIVSlUlFeVoJM1ktK0hHGT5qGjY0tTs4u0irnHwspFEskkgdMCsSSe1JWWsze3Tv6vyoPCAy+q6+cK8rL2LzhCyKiYinMy2Xl409jbGzMlaxMLpw/y9KHHrlj20NNTRXdnZ10dLSjq6uHpZUVWo2GbVs2sOKRJ9HV1aGyopzI6NgBrSU+cmgfHp7eBIcMYuf2TcxfuOyO56z62594+ZdvIAgCHzz3CC+Y6SFotUBfgMxUaTnjFYKRsTGPPflc/3mFBXmYmZnT3dXJmbSTPPzY0wD84a1fY6BvwK/f/EP/sdu3biRhyHA8PL3ueD8yWS8Z59KJHZyAqZnZHY8fiPb2Ntau/piEoSOIHzJ8QKEyNSWJCxlnefKZFzE0NPzOH5JrbGwgNeUYcfHDOHxwDxGRMQwd/t1O05B8x6RQLJFIHiApEEv+ZydPHKekuJCRoxNRqVQEBYcOuBKnVCj49KN/YWNnT0NtLbPnL8LaxhaVSsW2TeuYt3DpdX25/00URZKOHESj1TBi1FjWrv6E+CHDcXP3IOvyRaJj4ti0fk1/aL2TvGs5aNRq6utrsbGxIzo27rbHNzc1YmJqiomJKV+98TLT5O3oADvLKlnq5837xeUs+HgjMpnsut7fLz7/iJDQMLq6OgkJDcPVzYNN69fg6xeIi6tbf/g9fuwwKcePDGgjXXFRAbt2bOGXr791XyqhLc1NbN20jvmLl2NqYnrHgN3T08P6Lz/Fx8efhGEjrut/vt8UCjlqlZovV3+Mq5s7g8IjMTY2HlCri+RHRArFEonkAZECseS+6e3t4UTyMbx9/Lh65TLxQ4bj5T3wyQZHD+8n6ehBRo5KxMnZlaDgUIoK82lqaiAsPBJXN4/bnr92zSdYWdswbcYcPnj3r4SGRSBqRcZPmsrJE8dRqVRMmDT1ttcQRZH3Vr3Dsy+8SnFRAaamZretzCoUcj776H2ef/k1uvNzaPrwHXyNjfg4r5Cnwgdx1c2PVIUGgOde+mX/edVVFaSdSkWpUDB2/ETc3D15eNk8/PwDeeOt/wP6WkM+ev8fPP70ixgZ3b7CWlZajEKhwD8g6H/uze3oaCc97STOLq54efvesVJ/OfMCx48eYsWjT2FkZISFxf1fyyuKIuVlpbS1ttDc3ERRYT5Llj+MqanZdX3Zkp8gKRRLJJIH4HaBWBq7Jrkr+voGBAQGY+/giLuHJ9lZmch6ezl8cC/u7p53nCbg5x/I+IlTsbKy5v1330FHVwe5XMbQ4aNJOnoIC0srOtrbbxnQIqNjsbS04srlSwwKj0RHRwdbO3t2bN2Il7cPoiiib2CAsbHJLUOjIAgkDB3B8aOHCAoJY/Wn7zN85JhbVlz19PRoaKgjMCgEzC3ZfjGTwfY2OJqZYTFqAic0AlbWNnj5+F734WDD2tUMHzkGewdH/AOCKCkuJCAwGBdXd7x9+hY8/Pb1XzB12ixc3W//QSDj3BnOnjnNhElT/6dJCT3d3TQ1NXBo/x5GjR2Pr68/Rvr60NMFevp9o8a+plarWf/lZ5SWFBEZFUPi+MmYmZnd19aIb7bV7dq5FXcPTzIvnmdQRBThEVHExQ/F2Nj4e91cJ3lApHFsEonkAZA21Um+E0ZGRvj6BeDg6ISLqztqlYqtm9ZRUVZKcGjYLc8TBAEzc3OmTp+Nn38Qu3du5VTqccIiovDw9OJE8jGg76E0c3OLG843N7fAxdWd40cPMjhhGFUVZbR3tBEUHIpcrsDQ0JCPP1hFVMzg24Y3Sytrdm3fxHMvvcalC+duW522trahrLQYZ1c3jGxscZi1mHXZucQve5TUlCTCo6Lp6urC16/v02dHRzt1dbVczsxALpcRGhbBr195FjNzc2bNXQhAS0szFzPOsnDpitu+z6kpSYQMCmfYiNH33CahVCioqalm0/rVhEdEM3zkmL6tewU5CO/9EeF0EsLpY+DlT3FzM2vXfIKbuyehYRHEDk7A2MTkvrRoiKJISXEh3d3dfLn6I7RaES9vH8YkTsTS0oqgkEE3bAOU/ExIoVgikXzHpDnEkgeqpbmJ+vo6jhzcy9QZc/D1C7jjpIqenh7OpZ9mw9rPef6lX+Lu4UXqiSRUShXzFy695da2hvo61nz2IQsWL6ewII/WlhbaWlt4/OnnqSgrpaOjnbiEYbf8uaIocnDfLkxMTVGr1P0b/v6bWq3m3//6Gy+9+hu2bV7P7LkLOZt+mpGjE2lqbGD7lg3Af1omykqL0dPT5+yZk4QOiiBkUDj/9/s3CAgKZsGi5YiiyCvPP8E7//w3hrfZSHfm9EnaWpuZNnPubd+/20lOOszlSxd57qVXrx9T192F8M6vEZR9IWRnWSXdwNT3v8TCzuGup4vcSmdnB6dPpuDq5k7u1SvY2NoxacoMaRqE5Oak9gmJRPIdkXqIJd8blUrFpnVrUKlVLFi8HGMj49uuJFYo5DQ01PP2b15l0pQZJAwbSVVlOWdOp/LEMy/etJVCFEV6e3v5/OP3CI+Mwc3Nnby8HFRKFQgQnzAMVzePW7YapBw/goGBIb5+AWhFLa6u7jc9rramGgdHJ06fTMHWzg6tVouzsyvbt2xgTOIEbO3scXZxBeDD9/6BjZ0dMbHxBAQG83+//w2jx05gcPxQDAwM2LVzK60tzddNpfjv17Rx3WrmLVw6oOkZNzt//96vkMtlzJw9/+aV8rJCaj94h/cyrxBrZ80oJ0ccra0Rn/k1ON/7XGONRoNarWLzhi8BGDdhMr09PQQEhUghWDIwUiiWSCTfASkQS75fogiCQFVlOXu+2s6YxAkABIUMuuXCB1EUKSstZtvm9bS2tvDyq79BX1+fLz7/iOmz5hFyk5aMjo52CvKvoZQruJCRTlTMYFxc+oLdzu2bePbFX95yKkJ9XS1VlRUcObSP137z1k0D5OVLF2hra2FM4kRqa6qoq61FoVDQ3tZCT083TY2NPPviq33HZl7gRPIx9PT0eOHlX7F0/gwSx0/ikSeeoa6uhj1fbefp516+5WvPvJiBIAh3nIBxs3OTjhzE1d0DfX19AgKDb3rcvj07OfDVVp411qGlp4exLk7oCAKinh7iG38H07ubJdzY2EBpcSE6urqcPXOKOfMW4eDo9J2PYpP8REmBWCKRfAekQCz5fvR0Iaz/CMqLwdAIcc5yiOwLeOfST5Obk83I0Yl0d3cRGRV7y+phcVEBpSXFrP/iU954+89YWlmRknSEgMBgBscP7TtPrYaqUtBqyWxq4VJWJjNmz2f1x+8jAguXPIQoimi1WoKCQ2/4GaIo8u7f/49Zcxeir6+Pu4fXTY/Zv/crZsyax3ur3uHJZ15EJpNRmH+NC+fPYmFpyUMPP4FGo2HLpi8ZPnw0KrWahvo6ent7SRg6HAsLS556dCmv/vp3+PkH3vAzlEol7616h6eeeQlzixv7p29FFEXS005hZ2dHZ1cng+OG3HBMa2sLH7z7V1xc3LC0smLEqESc8y4jpBzqe5hOq0WcMg+GjR3Qz8y7lkPK8aPMmjOf1JQkho8cO+CV0xLJHUmhWCKR3GdSIJZ8L4RP/g7lxQjavpFkor4B4tOvgZtX/zFKhYLTqck4GupztSCfmFGJBASF3PR6rS3N5Fy9wtZNa0kYOpKAwCCMTUzobmlmWGYaQmdb34EmZojP/4bj6WkUFuQxJnEixYUFVJSXYmRsRHhE9E37irVaLRnnztDa2oqOjsCkmzzwef5sGoPCo7iYcZaRoxP58L1/ALBg8XLa29sICAymqDCfnds2YWhkxMuv/oaFsycze94iFi9byaUL52lta2H8hCk3XFsm66W0pBgLC4ubBvJbaW1p5vSpE9jY2N50Wsbp1BTWf/kpz7/8GqWlxUybMff6ynxdNTQ3gIMzON56HnR1VQXGxias//IzAgKDiY6Nx8bWVqoCS747UiiWSCT30e0C8c2/r5Z8t5obEC6mAyBGxd82hPyolRchaLVUdfeQ095BgpMTlqWF1wViA7WScVfPQnsL3golF8oLUC9+jPSzacyYNQ8HR6f+Y21s7Rg5OpH4IcM4uH8Ply9doKyshMk2lhTVlFPf3cVIJwdQqRD2b2Pc4scJCg6lp7ub+roaLCwtiY6Nx9DQkA/f+wePPvnsdQ+Z6ejoEBgcyheffcjEydORyXpv6N+1tLImNfko7p5eVFdVYG1jy+D4IWzdvA5dXT0CAoOxtLImNm4I13KzUSoV+PgFMHbcRHp7enjn/37L9t1Hb3ir2tvbeH/VX3nhlV/dcSbwN1QqFav+9ieGDh/FzNnzr/u73t4ePv5gFSLg7e3LG2//BS9vH8IjY268kLPbTXuGFQo559LT0NPTo621BZlcxvSZc3n5l28M6P4kkv9Zu6UUiiUSyQMhVYgftPoahH//GVRKEAEDfcSnrq+a/lQIb7+I0NuDVhQp6OhEpatLsX84tfpGrHj4CfQNDDDcvgZysxA036oij59BW/hgFAoFhw7swcTElIVLHrqh8imKIieSj9K9bzspmZcY5mjPqYZGlvp6Ex8ZjfDyW/3HHdj7FYHBoRw7coCGujqiY+Ows3cgIirmhiUTGo2GU6nJpJ06cUM/sSiKVFdVIAgC58+eIShkENdys9Fqtfj6BhAbl8B7q97BycmFqdNn88tXnuHhR58iLmEYu3duJWRQGIFB17dsNNTX0d7Wiour+4DaJCorytm6aS1z5i/G1y/guvflalYmH37wTx5/+gWu5WSzcPFDt32I8b/fT4VCzpGD+ygvL2XJ8keorqwgPDL6lr3et9XSBHVVYGXzk/z3W/IASaFYIpHcB9Jijh8QYc9mqK1CAJQaDbqiiNDWCtEJ3/et3X92jnAtC0FHFzszMxy9fAl67lcMioxCqVKydvUntF48R093F01yOVtLK9ATtbjY2mEUPxIzc3OiYgbj5uFJeVkJ67/4FEtLK6ysrNHV00MQBLx9/AjUBa/WBq61tqMrCOR1dLG7ph4n/2AcHJ36Kr9BIZiamXH+bBo+fv64uLpxMeMsGefSUalUeHn79t+2jo4OtTXVIIqYmZtja2ff/3eCILBj60YiomJxcnbh4P5dmBibYmhkhJGhER6eXpSXlpB2+gSJ4yez7otPmTN/MdlXLnMh4yxz5i++7i2qq63hi88/ZPK0mZia3n5tcnlZKZvWr2Fw/BBGjh6Hvb0DgiCgUqn4YvXH7N+zA2NjE6ZMm0V4ZDQRkTHo3iHIdnV2cjHjLHK5jI1rP8fKyobBCUMZMXIspqZmOLu43tsikKwMhDX/QriWhXAhDaGnCwIH3f11JBKQZhRLJJL7QppD/AMirH4XoTAXURT5vKAEQ10d4sMjOWrlRPyQYbS3tSFXyBmbOJG2thYcHZ0HXOH7QaqrgtIiMDGFsBjQ04P6GmhuBAdnhEM7ac7KIL2ukUgbK9aVlGMVHIbS1ZMFi5cjCMJ1CzM0Gg1bN62lu6uLhUtXYGBggImBIcK6f0NJPi0yBZ9V1+M7ayFJx49iY9s3+mz+omX915DLZaz57EMa6usYOnwUHp7elJeVMGHStOsqoZ2dHRzcuwtLa2umTJvV/+eVFeU0NzVy6mQyYxIn4Orqzr/f+zvRsfGMmzCZU6kpGBjoU19XS8igCMIjovj9m6/x6zf/gLHJf1owcnOyMTAwwNvH77YV2JqaKooLCzA2NiYiKqa/Yl1WVsJ7//wL8xcu5Wp2Fg89/MQdNwVCXy/wkUP7GT5yTN/Gv7AIQsMiBvTrHBC1GuF3zyOoVf1/dLP+cYnkrkmVYolE8j+QHqr7Ibl0FmHXBgSVEvg6KEydB0P7nuyXyXqpr6vDwcGRpKMH0dHVxd3dk9OnUhibOJGr2Vn09HQzf9EyigsLcPf06q8U/igkH/jWVAMN4rgZCOdSobcHRBHR2Z3G2cuoqK4i7WQKhkZGdHd3MzZxAjKZjMHxQ/r7fmtrqtmzazvDR45Go9YQ6umJgZ4eWFqj0Wr59MN30dM3IOdKFvqG+gSHhPHoE88iCAJKhYLUE8dRKuUcObgfR0dHvH39WfrQo9e9l++/+1esrKxZvvLx6/78RPIxZLJeHB2dyM3JxsLSkjGJEyksyOOLzz9i+crHefuNV3n3g885sH83k6fOJDwiqv/8xoZ6dmzbxNPPvXzLCmxTUyNqlYqjh/Yzf/FyTE1NEUWRnds2cf7sGcZNnIKtrR2D42+cKPFtLc1NGBgY8uWaj7G1tWf8pKkYGRnd0CpyP5QUF1KYdYnotCNsLyohxMqS8a7OiIZGiAsfgUHR9/1nSn5mpFAskUjukRSIf2jSjiOkHukLgMMTYfRkuItA29PTgyDA5UsXMTA0QKlQkHkxg2kz55CcdARRq2XazLlczrxASGg4trZ2GJuY3Fsf6P3U2oTwj99dXznU00P81TvQ0Qq6en0Pd/1XQDyXfpqC/GuYmplTWVGGqNXi7unF3PlL0NXVBSDzYgaXMy8wcnQirS3NxMYN6f+7lKQj7Nm9HSsrG1pbm4mLG8qCJcsxMjKmrLSEdV98wvyFS0k+dgSVWsWoMeOJjetrYVGr1RTk5ZKcdJgnnnmxP4xvWPs5Q4eNori4gKrKCkqKCpk+ay5BwaH8+Q9v8uiTz7F313YeffI5/vLHN1n1/mf9r+f4sUO4u3sSeJPxb9A3eSPn6hUuZpxl8bKHMbewoKmxgXf/8WeGjRhNRXkpy1Y8dstAq9FouHL5Es1NjRibmFBSXMjM2fOxtrn1V0V3Q6lUIopaUo4fRaFQ4OnlzemTKSSOn0xnRzt2tvb4b/0Und7u/nNEfQPEV94GW4f7cg8PXHcntLeCjX3ftx2S748UiCUSyT2SAvHPkEIhp7KiHAMDQ2qqK8m6fIm58xezY+tGrG1siYoZTMa5MwwdPgp9fQNMTEywd3C8t37RgSopQFj3bwS5jLT6RjJb2pju50Pt+Jn4xA7B0cn5jpdoa21BqVRyYO8uKqvKMTE2YXD8UBydnPH180dXV49z6aexsrLmanYWYeGRhH1dma2rreG3r7+Cm7sn9XU1hA4K59Enn8PExJS8azl8+P4/cHRyISZmMAFBIf0PrHV1dvLnP7zJqLHjmTRlOgDdXV3IZL1s3bSOMYkT+PSjf/Hsi79k+9YNTJo8g7/86bd89Nl61q75mBde+XV/f3BbawsnTxxn1tyFN3192zavp6O9jSeeeRGA5GOH2fXVVhYufgiVSsXYcRNv+m2AUqHgbPppLl/KYOGSFRQV5jM4fsg9bbn7hkqloramGn19ffbu3k5YeBSdnR2Ul5WyeOkKmpoa8fL2xcDA4MaTayoRVq8CRV/fpzh/JUTF3/O9fK/On0TYuxV0dftmNS97CoLDv++7+nmTQrFEIrkHUiCW3EAURbq6OhFFkZKiQoqL8hk9dgLbt2zAzcMTVzd3zp45xaQpM2htacbU1IyQQeEIgnDvobm7E+Evv+5vFwEQDY3ImrGM6rpaAoJCOHxwL/EJw9DT08fC0hIfX//+Su/NtLW1cnDfLlQqFTlXrzBsxCi6u7oYN2EKNra2XMw4h729A6kpSUybNRdXV3dUKhV/evs3NDbU0dvbw+C4oTz82NMoFHI6Ojr43W9+gQD4Bwbz5tt/RhAEZLJezpw+iVKp6O8nXvW3PzFr7kI2rluNjZ09y1c8xq9eeY7A4BBSk4+xaOlKmpoaeOHlXwF9VeWIqBjCI65vG1Ao5GzbvB53D0+GDR+NUqXk/Xf/iqenN52dncxbsBR7B4cbzrl04TzePn5s27yO6Nh4YuMSBtRD/N80Gg3lZSX09HTT29NDxvl0pkybRXraSRwcnRiTOAEB4e572bVa6OoEU1PQ07/r+/pBaG1G+OdvEVTf+lbDwBDxd6vA4Efc2/9TIIViiURyl6RALLknoiii0WgoKy2muqqS0LAIdmzZgH9gMAYGBmRfyWTWnIWcP5eGo6MzMYMTkMt6sbG1u3VPc142wqZPQCuCnh7iw8+Dd8ANh1VVlpNz9QoxsfFs3bwOL29f/PwDkfX2EjIo7KaVT6VSyZWsS5iamLJt83r09PUwMjLmyWdeQqlUotVqOLR/D7p6uixb8RgajYb9e79iw5efYWpmzoiRY5i3aBkFedeoKC+luakR+dezdwODQ7mYcY51X37KO3//AFMzM44dOUhFWSnmFhYkHT3Ak8++QnlpMRcvnuPpZ1/h5IkkVj76FKIoUl9XS011VX8rxjf3u2vHFoYOH4UgQGNDA599/B6PPPEs1VWVzJ678LoPH60tzRw6sAc//0CaGhvg/txJAAAgAElEQVRwdOp7z2/3geHbtFotHe1tXDh/FkdnZ0qLi6iqqmDR0pVcOHeGkEHheHn7/jj60TvaoKEWrGzBwenOx9+EKIrIZL2IWpGqqgosLa2or6uloqyEEVbmbNvwBXamJoSgJrWimhFO9kTZ2vQF4hd/B/aO9/lFSe6aFIolEsldkAKx5DvV2tJMS0szZmbmpBw/grePH+3tbZQUFbJg8XJ2btuEt68fMbHxtLa24OHihqkggplF39fQA9TW1sq1nGy8fHw5fGAvAJOmTKeoMJ/wiOjrxqNBX//v5UsXSE05hlarQalUMmTYSFxd3dHV1WX/3q8YN3EK/gFB1FRX8drLz2BoZExUVCyPPfU8WzevJf30ScIjo3n8qeexsbWjq7OTrZvXsWzFo+gIOvzqF89RVHiN8rIyjI2NkclkWFhYYGNrz7vvfoxPYBDvrXqHqTPm9K+MVqvVnEs/jZGRMaZmZqQkHQFA38CASVOm4+HZt/64p6cHpULOvj076enpYfGylaiUyuuWldyMWq2mq6uTqspyzqadYuqM2ezb8xVmZmZ9Ff/WFrx9fH+8G+auXkLYugZRR4dehQLdUROp8AvF0NAIuayX/PxrxMUP5cihfajVaiZMmsb+PTsJi4hCoVBQmH+NeQuX8tWOLTg4OjJ02Ehyc64SGBSCrq4OpJ/AKescumoVOl9/OPj2RwRR3wDxrXelCvEPhRSKJRLJAEmBWPK90mq1dHd3IZfJyLp8CS9vH65kXaK+tpYFi5ezY+tGvLx98PUPpKG+jojIaAwMjTAxMbljtVKhkFOYn4eBgQGFBXmUlhazaMkKzp1NIzwiCm8fP6CvGlhZUU5W5gWKiwqRyfsqg2PHTaS6qpKWlmYWL1tJW2sr7696h9ycK4RHRPPL19/iy9Ufk5x0mLiEYbz1x7/ywbt/o662hsxLGQT4+/Hyyy8zbVrfyDa1Ws2BAwf41z/+QUHOVV4ODiRm5VO4TpiGVqulva2Vfbt34uTswv49O1nx6JPk5mSzfOXj6OrqUph/jby8XHx9/Tl75hRTps/C1c3jpu+DRqOhsqIcExMTTqYep76ulgWLlvPVji0MjkvA1y8AUzOz67bx/ZCIoohcLkNPT5+K8lJEUcTQ0Igrly8SHBrGlcuXqK2pZuGSh9i+ZQNe3j7Y29py4W9vM9HZgYymFpQaLbP9fTgfPRKvqFgsraxRKBQ4OTujq6t3Vw+SKhUKenp7MFv1O6qbmgDwtTBHFIS+h14NDEGjQVz6BIREfldvy41qK6GtBZzcwNb+zsf/HEmhWCKRDIAUiCU/eKIo0tHRTkV5KS6u7qSmHKO5qZEZs+eza/sWQsPC0dHRpbGxnnHjJ9Pe3oaDgxNm5uY3XEur1VJVWUFbW0v/w2aTp87kWk42bu6exAyOR6PR0Nvbw5rPPqS1pRl9fX2CgwdRVlbC+ElTaWluory8lLWff0JEdAyhgyIwMDSkuCCf0YkT+MNvf8natWuZMePWi2X27dvHw0uX8smQWJyef53Pdu3AyNAYlUqJo5MLcQlD8Q8IIj8vh5SkI8ycs4DiokJi4xKwtra57lq1NdXkXbtKZFQsG9evwdHRmUFhEZSUFJEwZDg2tnbo6z/4Pl2FQo6Oji7VVRXIZDLs7B24cO4M7p5e1NfVUZCXy8IlD7Ft83psbO2Ijo3j+NFDDBk2kprqSmprqxmbOJG8azno6OhgZGSMs6srBXnXcHJ2QU9PjwvnzzJt5hxSjh9F3tbK1OoCthUU42luxnQPV3J75FjNWozC1ZOiwnyGjRjN4YN7EUWR0WPHc3DfbqJiBtPd1UVRYT4LFi//+n5siRmcQNKRg8QPHU5rSzNNjQ1Mu5bBuapqHIyMGGxvi6ijgzhqEoRG9k3JuMMClftJOLgD0k/8Z0zhvJU/3ocTv2tSKJZIJHcgBWLJT4JaraapsQFLKytOnjhOb08PYRFRHD20n7iEoTQ21FNVVcmiJQ+Rdy0XD09PXN08+vtwW1uaKS0pxs7egX17dhAdE4dMJkMQICpqMJmZGeRkZ/VVXU1NQYTZ8xaRdOwQyccOYW1ti0wuo6Guhk2bNl0XhvPy8tiydSuODg6sXLkSU9O+h9v27dvHQ0uWEBMYxJIXX+Nc+mlGjRmPl7cPG9Z+jo9fAOPGT8bk6xnDapWK8+fOUHJ0P+MUnewuKiEiYTiWE2eiZ2DQ3799vyiVfQ84NjbU0dragpe3L2dOp2JlZY2Ojg4Z59KZPG0maSdPIJP1Mn7SNA7u34WDg1Nfb3R9LZ5e3nR3ddHb24tWq2VwXALHjx7G1t6emNg49u7eQWzcEOrrariWc5VlKx5j0/o1CDo6zJo9n62b1xM3ZBh6urpcy7nKwiUPcfpkMnK5nKUPPcLObZsJCArG3NyS3OxMJhVnk1tfj44gMMTBjrzuXpyffx1jF3eUSgX2dg6IiBgYGN5TP7RwaCecSUFQKREBDAwRX37rwY+Mq61C+PAv1z+EqqeP+Pv34Xv48POjIIViiURyG1IglvxsfBPwrl65jFqtwtDIiFOpyYwZO4HcnGyamxpZuHQFZ06dICAoBHsHRyoryvDx9WfD2s9xcXHD28ePzMwMLC2tuZqVSUNDHfYOjvR0d5N1+SI+3l6kp6f3/8zk5GTGjRvX/8+uHt4UF1zDyKivR3fksKHoKLXMXvk4BoYGaDRavLy9cXB0ZvuWDdjZ2ePi5s759DSmzZyDOucyrmlJmKEFvu5ZHTEeJs2+4fWq1Wo0GjXtbW00NTbg7eNH2qkT6Onr4ezixvFjhwgLj6Kqspya6ipiBieQlXkBuVzeV1EWoLW5CWMTU8zMLaitrmJw/FCysy7R1dXFikee4KMPVuHp5Y2ffyCpKUnMX7SMzIvn6ezs5JHHnmbT+i9w8/AkOiaOkyeOM2rMODo722lrbSVxwmQuX7qAvb0Dzi6utLW14ujYN15P30AfQ0Ojuw+t5cUIX7zXN8VCq0Wcswxih93xNK1Wi0qlRFdXD7lMhlKpwMzcgqamBgy/7gdubW3B2cmZ6r3bUOZl4+PqxlV3f+yCQhG1WiorK4iOGUzG+b7ff0RkDKdSk/EPCKK7u4vCgjxmzlnAjq0bsbCwID5hGMeOHGRw/BCaGhsoKy3pbwGxs3cgLDySE8nHGDp8FBXlpdRUV7Fg8XK2b9mAi6DFOy+L9KpqRjs7EmZjhaivj/jan8HS+u7es58LKRBLJJLbkAKxRPItarWautpq1GoNXV0dnE9PI3HCZFJTktCo1YyfNI3tW9YTlzCUK5cz6enpJiw8km1bNlBVWcann3zCrFn/WeUcP3wUGWdO8e6777Jr735Op6awYcMGli3rWxe9e/duXn/9DcaMn0R8wjCaGhtQqVRMnDIDtUqFQqmgo72NxoZ6uro6aT+yh7ycq6hELRb6eujq6KA0MEYeGolKpaS7qxuVSolcJsPFzZ3KinJAJCY0jEuXLxEcEY1cqaC8tIRnnv8FO7ZuwMjIiNnzFrFz22bihwxDX1+f6qoKps2aR0FeLoaGRkRGxVJSVICdgyMGhob09nRj7+BIb28vSoX86w8PfdVzHUGHhoY6PL18KCspRi6XETIonIsZZ3FycgGgpKSIIUNHcOZ0KlqtlvghfeEwKDiUnp4e8q/lMH/RMr7avhlzCwsSho7g2OEDxMYl0NLSTFlJcX84tLWzJzwymhPHjzJk2EiqykqoLi5gwbJH2L5rO84urvj4+XPmVCqjxowj79pVGhsa+s/38PLGxcWNzIvnGTNuIrk52fR0dzN56gxOJB/D3dMLc3MLKsvLiIoZTElxIaIoMig8ksL8PBwcndDV06WzowMPT2+amxrR09fDzs6ezs5OTExM0dXV6e+DBv73md6tTQj/fOv6CrGJKeJvV93Vw6g/O1IolkgktyAFYonkLsnlMhQKBXW1NeTn5TJsxGi+/Owj1n35KQqF4rqHtb6pcKrVarZt28bSpUt58pnn+OTDD/r/3NDQkIQhw7mWm42RsQmmJqY0NTXh4+tHdXUloigyaux40lKTsdPXI9xAjwtNzUz3cKOyp4dGQZcX/vUp6774FEcnZ8ZPmMqhg3sYOmwknW1tVO7ZygI7S7aXlGNra0fE878i5VQqCUNHUF1dSXVlRX84dHJ2wS8gkLSTJxg5JpH8vFwa6+tZsHg5u3ZuwdPLBxdXN65eucywEaMpKsint7eH0YkTOHvmFC6ubpiZmVNbU01IaBhVVRWIokhAQDAVFWVYW9ugr69PT08Pjk5OdHV1oaeri5m5BUqlEn19ffT09L7bJTA/FVkZCNu/7PvfBgaIj74M7l7f6y39KEihWCKR3IQUiB80jQaO7UXIyQRTM8Tpi6T/E7sNURRRKhVoNBp0dHTo7OjA1NSMzs4Ouru7cHP3oKgwv39MWWlxEb5+AZSVFtPW2kJEVAzHjx3Gzd0DhUJBUWE+0TFxnEpNxtTUDA9PL86lnyYqejClpUUoFEr8/AM4lZrMoLAIZDIZ1VUVxCUM52p2JibGpnj5+nI6NYWY2HiqqyqoqqokIjKGbZvXIpPJ+u9doVBgZGSElZ0DbU0NHD16lEmTJjFz3kL27Njaf5yxiQmTpsxkyrRZnEg+irOLK4FBwZxLTyMmNp6u7k66OjoZM24imadScD59BG9jQ+p7ZLhamKN96BkEV08sv+7tva7N4Ng+hJOH+5dHiLq6EBmHuPDRB/Y7lHyH1Cro6QFzixvWmktuQwrFEonkv9wuEA98JpFkwIS9m+HS2b6vOpuAT/+O+NLvwO7BDPLXarWo1WoQRXp6ezAyMqKrs5Pe3l6cnJ0pKy3ByMgYA0MDqirK8fELoKSogM6ODuKGDCM1+Rgurm7o6elzNfsyYxInkppyDJmsl+kz57J75zZCBoUhCAK5V7OZMn0W+/d8hYmpaX9PZERkNJUVFXS0txETF8/BfbsJDg1DrVJSWlJMZHQsly6cw8rKBgcnJzLOpZM4fhIlxYVoNFpCQgeReekCoYPC6enpoaK8lAmTppFx7gz2jo60tjRzNTuLcRMmk3L8KDo6Onh5+3ItJ5ux4yair2/AxCnTCR0UQWVFGfFDhmFn70BPdzdm5ubo6uoxfeZcAKqrK8m/lsuYcRPpaG/FxtYetUqFtbUN5hYWX88WtqSkuAClUolare6vEBt+vb2tvbkRjUZDS0sLAE4O/xmPpVarUSoU+Pj6cfpkMg0NdTg4OXEiOQl9fX1s7exRKBX4BwZhY2NLYEwcQnAomqpSmspKMR0+hsqWNqqzspgweTrbNq27rkVgdHcLeQXFNMrkPBHkhyEgVlc+kH/XJA+Anj5YWn3fd/Hj024phWKJRDJgP58KsawXYf+2vpmezu6I0xfCPay5HQjhzWcRlApaFQrSG5pxNjNFGz+SfEMzxo6bSNLRg2i1WkaPncCBvV8RHhmNXC7/z8KAb/VUHj20n8HxQ2hpbqKstKT/a297B0cGhUf291SWFBdSW1PN5Kkz2LVzG/6BQRgZGlFWVsygsEhyr2Zha2uPkbEx+Xm5xCUMJfvKZSwtrbCysu4Pl5kXzyOKIsNGjuHUieOER8bQ29NDWWkxC5c8xI6tG2/o56yvq6GpqZEZs+Zx8sRxHJ2ccffwpLysFP+AILq6OtFoNHj7+NLS3IypmVn/pjl9ff37vhlNrVajUinJz8vFwMCQjvY2Ll44x6w5CzlycC+6enqER8Zw4vgRomLiyDiXRszgBLq7uyjIu4a5uTlOzq7UVFWSl5dDWEQUcrkMlVLF1SuZvPW7N2/aQ7xq1Sp27ztw0x7ip556Gld3D4YOG8VjTz6HgaEhzc1NGBoakn76JBcvnCMiOoasixfo6GgnKGQQ9XU1GJuYMmP2fC5fzMDPP5CAwGAEQbhu3Jxw+Cs4fRxB/a0KcWg04rIn7+v7KpH8KEmhWCKRfE1qmdBqEd77AzTWIWg0iLp6YOeA+NJb9+3hlG/WHCsUCnrfeglrNBR1dNIkV+BqYU5FYAR2o8Yj65VRU13J8JFjSTp6EEtLS7y8fUlNSWLYyNGUFhdRV1vTPyvV3cMTdw8vzp45xZhxE8nOyqSluak/GHv7+mFra8fVK5cZN3EKOdlZaDQaRo0dz6UL53B398TI2IT29lZ8fPxpbW3BwMAAO3sHlAoFBoaG38v82nvV29tDQ3099vYOJB8/gqGhIbZ29pxPT2PcxClczDhLV1cni5au5OL5s3h4enEt9yoWllbo6uqSfSWT2XMXknEuHa1GQ0dnB1Onz2bLpi+Ry+R4eftgZm7OxYzzTJw8jazLl5gxay7uHl4APPfkCuS9XaSlpfXf052mTAwfPhxdfWNGjB5Lb3c3mZcyaGluIiIqhklTZxIeEX3DKDWFQk51VSWOjs7s+WobHZ3tBAaGcCbtJABe3j5UVVZgYmrKvNnzOPz2rwgz1MPLwhyVsQnOv/wDBta23/FvQyL5kZBCsUQiQQrEUF+D8O8/IygVlHV1U9jRSYiDA1djR9KihQmTp7Fz20a8ffwwMzMnK/MiU2fMJjUlCYVCzvSZc9m1YyuhYeEIgkBO9hVmz1vIwX270TcwYEziBA7t30N0bBwqlYra1GNM6m7mbE0tVkaG+Nk7UjZlHu4BIV+vEFbh6upGd3cXhkbGA9rI9lMniiIqpZKGhjpKS4oJj4xm84Yvsba2ITI6luRjhxk6fBQNDXVo1GrGjptEc3MTdvb2NDY00NnZDsDJE8cZmziRq9lZ9Pb2sHDxQzQ1NdDc2Ni3xGLoCPbu3k5w8CBMTM1oqK+lqqqCiZOnc3DfLqbNnEtW5kXihwzr33IHcP7cGbIyL2Jv78A/3vkDa9d+ed0c4vz8fDZv2YKToyMrV67ExKSvAr5v3z4efvgRDiWf4VRqCslJhxkxcgzDRowh8+IFDh/cQ0tLE37+gZibW7Bk+SO4urnf8f1qbWmmsrIcTy8ftm9ej42NLXa6AqfPncHByw9bRyfyr+VgZ+/AlGmz2Ld7B5HRsVhZWaNUKgkZFIa+vsFdbXKTSH7UpFAskfzsSYG4oRbh/T8hqJQ0yOS0KZS4WFkhe+hpdJ3dsbSyRqvV3t9KaVbG1w/VmSOOnfLjmhuqVsOldIS2FkRPXwgO/58up9FoaG5qRK1W0d7eTubF84wYlUjS0YMAjJ84lf17dhKXMBQzcwvUahVBwaH9q3dFUaS9vQ21Ws2J5KO4unrQ3t5KSXFh/5rmgMBgAgKD0Wq1XM2+TEd7O6ZmZqSnnWTylBl0d3fT2NhASXEhs+bM59iRgwwfOYbUlCRMTEwZMWosRkZGODg6XXfvHR3t1NfV8s+//pHIqFg6uzoIj4jmd6+/wubNm++4qe6RRx7ho9UbKci/houLG7FxCTQ01PP7N19j5pwFODk5Exs3hMKCPNJPp3L6VAp6uvro6evz6zf/gK2t3U238d1JZUU5VZXl+PkHsn3LBoJDByEIAufOphEWHom+ngGZlzLw8PQiNm5I//a49vZWtBotw0eNobu7Gzs7e2kahOSnQwrFEsnPmhSItVqET/4G1RUIahWinj64uCE+87r01PZ/02gQPv071FSCSgn6BohjJsO46Tc9XC6XIQgCVy5fQhT7toOlnTrB2PGTyMq8SGtLMwuXriA15RghIWE4u7iio6uLlZX1DVVxlUpFcVEBapWKzs5OMi+eZ9rMuRw/dghLKysmT5lJd3cXjk7O6OjooFQqKcy/hqCjQ0V5KUWF+SxeupK8azl4efvQ3NSEsYkJx44cYPTY8VhaWvVtV6ur5fzZNOYvWoa1jV3/VrlvE0WR0pJC3n7jNZ554Rfo6ulhZmZGTnYWVy5ncjb9FDJZL+FhYbz00ktMnz4dPT091Go1+/fv55///CdZWVk8+ezLPP7U8wCkp53EytoGN3cPzMzMKS4s4MihfYiilrCIaOKHDMfU1JSW5iaKiwvZvmU9jQ31WFvbkDhhCl5ePoRFRP1PAVUURURRJPfqFdraWnFydunf9NfQUE9JUSHDR46mt7eXosJ87OwdcHPz4OyZU4ybOIXMixkIgsCMWfOoqqrA1c0dCwvLG39QYS401IK9EwQOgp/5NyCSHxApFEskP1tSIAZQKRGO74fqCnD1QBw3Hb7eTiX5lsJchA0fISgUdKlU1PbKcDEz5VDMGDSiSGR0LElHDpIwbAQ1VZU0NTYwb9EyCvJycffwxNnF7baBTaPR0Nragqy3l9SUY4RFRFFcVEBdbQ1Llj1M5qULBAWH4u7heV1g/iYsW1vbcOTQPmSyXmbOXkB+Xg4RkTFYWdtQVJhP8rHDTJk+m7RTKURExRAQGEx62kkCg0P5f/buMzyqMm3g+P9MSzLpPaT3QkhIJxBClSIoolRFRBFFVFRsu6vu6q6vZXfRxQIqKCAgSBEp0hGB0AMhhRBIgRDSe8/MJDPn/RCMyxIgQEI9v+vKh+SU55khwH2euZ/7XrPyB3r3iScm9spdzc6eyWHOJx/y1NMzcHB0YvnSRbi6uuEf2J26uhr++cF72Ds48u77/2TuZ7NJSz1OYUE+RkZGaDQawsIjqaurY/iIUZxMT+Ozed8hv5CrXlVZwbfz5/LMczOxsmr91CAt5Th1dXWsWLaQ516chVpthpe3T9t89iXs5rdft5Gfdw47ewf0LXr6DxzMfcNGdnr+d3NzM6LBwNHEQzQ3N2NubsH+hN0XHnAS0Wm1DBpyP5UVZRQU5GNra4dOpyM1OYmHHhnP1k3rUWWfZAQ6Miur8bexxqZPfxRjp3TqPCWS6yYFxBLJPUsKiCUdl3oUYfViBK2GAyVl1DQ3E+doT21UPPYPTUBp1rGP75uaGjl1Mh2VkREF5/M4dSqd8RMn89Oq5fj5B9KrT18MBgPW1jaXXKvX68nJzsTB0Ykli+bj7OyKr38ApcXFRMf2wdrahoaGBo4fO4J/YHeWL12Il7cv8f0GYmZuAaLI5k3rkclk2Ns7YKJWE9oz4qorqxpNE5s2/IxMJsNgMBAQFEz++XP0GzCY337dTr/+gxk9ciABgcHE9unLgw+NQavVsmzpQszUZvQMj2DDutW8/9F/qKgoZ9miBZzNzUHf0sI7f/8IF5c/coPP5+Xy4/IlTJv+Ytt7kH/+HNlZmfz26zaGDBuJSqUiMjq2LZgWRZFTGemczkhv7f4mipQUFfLs8y+jUqmIiIxBZdS1D3m1tTXIBBkH9u1BbWqKXq8nNTmJ0WPGs3XTBpwsLYk/tpuK+gaqdc1YqVScaWziVFAY46fOYPWPy7CzdyA8IoqMjHSionthZGyChYVFW4c3iaTLSUGxRHJPkgJiScfVVCP8+20EnRYAERAAUaEAGwfEV/7aWheV1koINdXVVFSUs2/PLgYMHsr+vbvRaJsYM34Sp06eICAoGAeHy9dfNjTUk38yDaWNHas3rKVnWCRajYYWfQsDBg3BxKR1w6FWq6G+ro5VPy4lMCgYQZBhamZGWHgUSqUSnVbLvoTfSDl+jElPPE1tbQ0+vv4d3qxYXV3F/HmfodVqeOe9j9Bomti4/idMjE0wMzdnwKChvP/uX8hIT8PUzIy585ewcd0aevWO4/VXZjB5yjOYmZuzfNkiZrwwi/DIaOZ/9TlZp08xeEjrJr83/vLuxW91TTVVlZWcyclk0H3DL5rLhp/XYGVtxZnsLEY9PA4bW7u2FeXflZaW0NysY+6cf6HRaqmtqWHkqEeorCjn4TETsLG169Br7yx6vZ6K9BT4fi778s7jZqqml4MdorEJ4rRZ4O7ddq5Oq6WoqBC1qSknUpPJPHWS0WMmsGrFUjy8vHF0dOJEWgpDh4+krq4Oa2sbujm73NTXI7nLSUGxRHLPkQJiybXJO4Ow4luoKEUAanXNpFVVY2tuQbp/KOf1BsZPnMz6tasIDYsgKDgElUqF+ip1nUVRpKqygrLSEnZs28wgLw+OLV2AtbExw92ckY2fiiy8F9AabCcnHcXcwpLU5CSqqyuZMnU6giBgbGyCKIpknc7AytqGH5Z8R1hENHHxAy4pX3Y1LS0t/OuDdzG3tGTEA6Px9PJh4fy5dO8RSmjPCFJTjhMX3585sz/i4IG9BAYFY6Nt4hVvN5JKSgl/agYLd2ynT9/+ODp2Y87sjxg89H76DRiMTqfj5eenEtdvIOt/WkVEVC/e+MvfLqnskLBnF02NjQwaMvyiYzqtll82rMXG1pa9u39lytTn0DQ1EhAU3O57eyI1mZ07ttDU2EBFRQVmpmao1Wqenv4ixhcC+y6n0yJ8+CdorOf3RxHRRI34l3+B8bWtADfU1yOTy0hLOU5B/nliesexdtUKgkNaN3mmp6UydsIkTqan4uzihp9/IDKZTNoEKOk4KSiWSO4pUkAsuXYaDcJ7LyEYDBQ0NFLU2ISvvT0Wjz8LoVFXvVwURTSaJk6eSOPQwX08MnYiq1cuI6h7CH369sdI34zyn2+1dvMDdHo9LQoFK9y7I6qMGDh4KEWFBYRHRrc18dDr9SQnHUWj0VBZUYYgCAwd/sB1pQno9XpW/7iMwKBg9u39jQmTpqA2UZN7NgdTM3OSjx/F2NiY4SNGcT7vHH95fSZDhj/A8e2b+MSrG0KzjjW5eTzs68sT6dm89Oe/cT4vl5TkJEJ7RjDhsScAKCos4Ou5/6FneCTFRYWER8TQOy6+3Tkt+PoLXN3cuX/kQ5cc271rB2fPZKNSqTA2URMZ1QtnF9d2HwBEUSTj5Aky0tMoLimitKiotTV1777Y2zvg5x9Ij9Cwriv1V1yA8P1cqCwDa1vEJ54HZ/dOH+b3DYKnT52ktqYaewdHNm9cR3Sv3pSWFJN79gwTHnuCX3dsxc8/EP/AIERRxMLCsvNfe0sLSCXs7kxSUCyR3DOkgFhyXYSv/9W6WtzSgghgrEZ88wNoJ49Yr9dz6EAC6WkpjBz1MGtWLadXbDVYg4kAACAASURBVBw+fgFYWlpdGrjl5yJ8MxtBq+FQaTlHyysZ7e+L7YzXMfLrftGpB/fv5fCh/YyfOJmszFPE9ul7Q/mm6SdS0bc0s+rHHxg1egwxsXFotRr+9eHfeX7mq9TV1aHTafEPCEKjaWLsqKHExQ/Azd2DM2t+4L0gH5IrqqjR6fA2N2NOSRVvfbucbZs34uXtyw9LvuWfn85tC+QfHfsAM2e9ydnsLA4dTCC2TzyTnni63bkVFuSTcTKNkNDwS0rAAWRlnmL92tXE9o7j4IG9TJn6HEC75/6utKQYuVzON/PmIBNkFBQWMPi+4ZxIS2bEA6MJCu7RNte7jSiKlJWV0lBfj8GgZ9/e34iM6sWJtBTKSksY/+hk1q5ZQWjPSDw8PdHpdLi6unf8ISs3C+H7edBYDxZWiE/N7JLgX9LFpKBYIrknSAGx5PpoNAg/L4OzmWBlgzjmCXB0Rq/Xsz9hN5WVFXh6ebN3968MGTYSY2NjnF1cOxasNtQhfPBmW7thAFGpRPzzxzQIcqqqKlj94zJ69e6Lu4cn3Zxd2zaXXS+DwUDCnl3sT9jN2AmTsLOzx8bWjsMH9yGTy4mM6sXPa37E3NyCofc/AMCiBfP4ee1K/vTW39nz205ekGmwrq3m97829S16/lNey/Nz5lNVVYmtnT1fffEpr7z+l7Ygs6ammoTdu8g4mUb3HqFknjrJtOkzMbewaHeejY0N/PD9dzz6+FOYmpm1u5qp0TTx7ddf4uLmTlVFOZ7ePnQPDsXRqdsVVz/1ej25Z3PYsG4NNta2pCQfo3uPUFKTk3jltb9QUlJEZFSvLt+cdztpbm6msbGBqspK0tOSCYuIYsumDRj0eoaNGMWGn1cTHhmNuYUFWq2WkNAw5HIFqhYdwkd/RtBq2u4lqk0R354Nd1D3R8kFUlAskdz1pIBYct2amhpJOpqIXC6jtraWjJNpTHxsCoUF+QR2D76xlcWkQwg/fQ9yBcV1tWgGPci+qlo0miamTJ2OXC7vtI+2t2/5hYyMNIYOf5DzeecYOnwk0LqBbee2zYwZ/xhHEw/h6+uPtU1ry+O5n3/C6YwTOLu40SMkjOTjibzz4IMIa5chNOsQgQ35xazR6pm//GcWfPUFL456iDdeexFvRydm/P1jcHQG4LlpjzPh0cl4efvx0T/eISwymvh+A+kRGnbZOZ/OSOen1ct57oVZl90gJ4oimzf+TObpDMIiokk6ephnZryEUqns0J9NxskTJB7ej4NjN44cOoBcJqNJ00RMbBw11VU8PGbiZYPye4nBYKCkuIjcszkEBYfw4w+LMddpicg5wa9nz9HH0Y4oO1tElRHii2+Bk7QB8I4kBcUSyV1NCoglHdLQ0EB6WjJ29g4c3J9AZUU5k56YSk5OFt27h2BqZtap42VlnuLInl+J8fUlMTubIaPHYW/v0Klj5J3LJfP0SbRaLSfT03hp1psYGRmj0+mY98UnDB3+AN2DQ1j/82rMzc3bqj2Ul5Xy/rt/wd7BEW8fP0pLi3lq2gwsLa1aS9MdSQClig16OaK1LaMeHseB5YuJSz/CP48ex8PcjImB/ogz3wZH57ZKHFmZpxk56mGSk47S2NTA08+8cMX5azRNVFSUt65qj5902Q1jOp2OkuJCVixbTFy/gSQlHiY2Lh4//8BLqlNcTmlJMRqNhp3bN1NVVUlDfR0BgcGcykgnILA78QMGYWFuedmV7XtOaTHCZ39HaP6vTzkUCsS3/t1uWpHkDiAFxBLJXe1KAbH8vffee+/mTeViPyxfwbARl299K+k6jY0NpCYfx8TEhAVff0FOdhYWFhY01Nfj4+NPZHQvevWOw0StxsXF7ZqrN1xO3rlcln3/LWq1mrLSEvrdNwznwB6ERMa02zHueum0WqqqKtmwbjWNDQ3cP+IhBg4eikKhoLKinIL8PHqGReDrF8CWTesZOvwBfP0CWq/V6Xhx+hQcHZ3oERpGfUMdTo7dCI+Ibr25ozNE9IawGEpqatiyaT3DR4zixNef4C8X2FVYQqClOfYqBUaiCN3DUKvV7Ny+BSNjYwKDeuDs4sbyZQspKsgnMKjHZVMUFAolFhaW6PV6CvLPt1bzaOd9ksvlWFpa0TuuHzbWtmRmZiAIAlmnM9i7eydBwaEoFIorrvSamplhaWVFeGQ0UVG9CA7pyaGD+/D08iY76xRqtSmfffIRVlY27Nq5FaVKdcWSenc9UzOEhnooLgCZHORyxMEjITDkVs9Mcr00xmCsvdWzkEgkXcTOxPayx6SA+B6g0TSRfiIVAYGFC+ZRV1dLeVk5zc063D086Rs/kJCe4dja2uHm7tFpwS+0lk/TajQsWjCP1JQkwiKiiIntg7OLGx6e3hhfYymujjiXe5Zv5s3BxdUNnU7H8JGjWld2aV0Fnf/V5wwd/gB29g7s2rkVY2MTvH3+eGpc9v235J47ywMPjUFE5Ex2Fo8+/hRG7QSti779ChcXN3r1jmPb9wvoZWWBhVJJalU1Gr0Bbx9/CIkAICwiig0/r8LGxo662hrUalO6B4dwJjurLRi/HEenbjh1c2b50oUUFxfiHxDU7nmCIGBkZEREZAzGxiYYGRlRXV2FysiIpd9/i52tHWbm5igUV85xbW1VbU5s7770CAnDycmZ48cSeWTCY2zfspFurm5s3bQegJ/X/IitrR1GRsbtvkd3tYAe4OEDbl7QfxiEx97qGUlulBQUSyR3rSsFxFLKxF1Gp9NRVFhAY2MD27f+woBBQ8jJysTG1o74/oNueGNaR9TW1nDq5AkUCiUH9+9l9NgJODu7dnkeakV5GUsWzWfqMy+w4OvP6R3Xj7j4AW3Hd2zbjK+fPx6e3shkMlYsW8wj4yZetAlw9cofyMo8hU6jYdyjk9mzawd9+w0kNCyi3TEPH9hHfsF5xox7lNKNq3E89Bt6rYayJg11ggzfV94G3z+C1+ys02zdvIHAoGDuGzqCf3/0d9w8vKiqLOe5F2Z16D3SabWsXvkDffr2w8vb96rnF+TnIQgyNm1Yy6iHx7Hup5WYmVswbuLj1/XwU1pSTGlJMefzzpGVdRoQUatNEUUD5WVlPD7lac7nnSMqOvae2pwnuctI6RMSyV3nSikTUuHMO1hLSws11VVkZZ7i8KH9jJ0wiY3r1hDcoye94/pd6Ogm0DMsssvnUlZWys5tm4ntE8+eXTvoE98f/4AgIqJiunxsg8HAwf17MTUzw8vbl6zMU7w0609twZgoiuSdy6WlpbktgDx+LBFPL++LguHKinIOJuzGyNgEP/8A1Go1586dZYrv9MuOvWH9TxgZqRgz7lFW5ZzlxeEPIz+0h5VHkzDtEYav78UruT6+/hw/lsio0eP4Zu4cnpo2g+VLFuIbEEh21mn8/AOv+npVRkaMf3Qy27f+gkwmx9XN/YoPOi6urWXAxj/2BCdSk/EPDMLZxY3kpER279rBE089i529wyUNQy7HwdEJhwvpJAM1Teh0OhYumIeDgxOCIHAuN5fdu7aReSoDUzMztFoN4x99AqVSec9vzpPcQaotpaBYIrmHSCkTdwi9Xo9G08Se33byy4a1uHt4sWzxt5iamRMcEkbffgOxsLAkKqY3Hp5eyGSyLg0+RFGkubmZxd99TU52JlZW1vj5B+Lu4UlYRBS2dvZdNvZ/a2lpYemiBdjY2mLv4Iherye2TzzyC8FdY2MDn/7r/4iKjiU8IhpRFFm4YB69esfhH/hHvWODwcB7f30TS0sL+g8cQmR0LLt3badvv4F4+7b/RNnU1Mje335lytTp2NjYkp2VSciDYyBuEHkGEaWVLW7uHhelhQiCwLDhD7B39684dnPGxtaW/gOHMGf2h/gHBJF5+uRF6RuXI5fL8Q8Ioqy0hG/mzSEmts9V0yCMjY1x9/DExcWN/Qm78fELwMbGDg8vL+Z+NpvKygp8/QKu6fdGoVBiZGRMbJ94QnqGY21jy5GD+xg9ZgJHjxyiR2hPkpOO0tzczNrVy9FomtDr9SiVyhuqJS2R3BRS+oREcleRUibuMAaDAYPBwNZN66mpqSYsIprfdm7jvmEj2mrn3or2tAaDgdKSYk5lpJN09DCPTZ6KsYlJh6sYdCadTse333yJf0AgDo5O7Nq5jWemz7yoEkZhQT61tTXY2tljb++AKIrknj1DeXkp0TG9L7rft998yfm8XHr17suJ1GSee/FV3pw1gy+/+f6yK6dNTY3sT9jNqZPpvPjKG5xMT6N7cOuGqnO5Z1EqlWi1Wry8fS659qUZUxk9ZjwGg4HY3vH8uHwxXt6+lBQXM27i4yivoY6twWAg63QGB/bv5fEp0zp8rSiKJOzZhUwmw9TUjKDgEPbs2sGJtGSee2EWalPT1uD4+GGEhO0gCIiDRkJweIfuX1JcRFbmKVRGRhw5dAA7O3uKCguI7RPP5l9+5ulnXmDHtk3EDxhMYDvtqCWS24a0UiyR3BWksmu3MVEUW1cad/+KXK5AqVSSlnKcsRMmodE04e7hdVPyfi9Hp9Vy+NB+fP0CWLliCX3i+hETG3fL5gPw644tuLq6IwKbN/7MzFl/uiQIPJ2Rzi8b1jLzlTdRGRkhiiLfzJvDsPsfvCTv9sihA6QkH2Pv7p188dViTp9Kp6qqirq6GsZNePyy8ziwbw8b1/1EWEQUEx57gq++/JRp02eiVCrJzjrN6YyTZGef5uVX/3zJtbU1NSQeOUBIaDjrflrJMzNeYuum9WRlnaabswt94wfSzfnaatmePZONTqvFIIoEde9xTdemp6WwZ/evjJv4OAqFgpaWFhZ/+xV9XZzpfSoJ2YUGKqJShfj4cxAUek33b2pqxKA3sGTxfFQqI9zdPREEgZraavLP5xHcoydpKUmMf3QyRkbG2HVy+T2J5IZJQbFEcseTAuLbSHV1FYmHD+Lo5MSpjHSKCguYMnU6pcVFePv6dziPsytptRp2bt+CQq5AZWSEmbk5EZExtzQwByguKqS2ppri4iIsLC3RabUEh4RdUq5t3dpV9B8wGCtrGwRBQBRFigoLKCsruSSfuq62lpdfeJrYuH70iu3D8aOJDBk+gq+/nMP7H396xfkkHjmIwWDAVG1Kj9Aw0lKOExDYHZWREXq9npys01TXVBPTq0+713/26ccoFEqefPo5cs9k4+bhyd//+ife+tv77Ny2hQmPPXHN75Fer2fViqW4uXsQFz/gmtNmSkuKWf3jMgYPvR9Hp26YLpnL+oS9VGi1PBfoh0wQEANDEae+dM1z+28F+Xls2vAzcfEDSDp2hIioGLZv+QUfX3+KigpRq9VERMZQXV1NVEwvKb1CcnuQgmKJ5I4m1SG+RSoryjl0MAETEzVLFi/gZHoqbu4eKJUqAgK7E9ozgtjefTE2NsHWzv6WpEH8rqWlhV93bGX92pUEBAWjNjEhpnccXt6+uLi43dK5Qeuq8OED+xgweCi/bt+CvYMjMbFxF1VJEEWR48cSUamM8A8MaguG5342m24uroT8T1c4URT55qvPCQzqQUlRAZZWNkTFxFKQn4fBYCAsIuqKc8o9k0NG+gmyMk8RExtHdlYmarUaMzNzZDIZG9f/hLW1DTKZDAsLy0uuj4iIZv++3fTrP4iFC+bRO64fAwcP47NPPub+kaNYtWIpYRFR1/Tey2QyQkLDcHP35LNPPkJtaoqjU7cOX29qZkZMbB9s7exZuXwJWclJjHGwJtTGGtXvD0SOzhB2Y5slLSwsiYyOxcHRCScnZ06kJtMnfgDHk47i4+tPYf55uvcIYfuWjZiYmLJ18wZOZ5wkqHsPBEGQNudJbg0pn1giuaNJOcQ3QWVFOeknUgkICmbFskX4+Qfi5uaBiEhgYPBtWX7q7JlsTEzUrFi2iMjoWKJiYlGrO685RmdIOnqEpGNHeGraDNavXYXa1JTh7TxEVVVVMu/z2bz2p79ibGwCtObWnss9i17f0m6d3++++ZKS0mIszC0ZOephGhsbUalU7Ny+hanPzLjqquTn//knMpmc+P4D6RkWyY5tm3Fz92jLh533xac8MOphDh/af9nUi6RjR9i5bTPPPv8ydbU1uLl7snL5EnQ6LbF94ikqLKDfgMHX+ra1vf6M9DSqqiqJiolte1+uSdZJDn78VxLyC3k20BcrUzOY/npr7d0u0NTUSEN9PTu2baa0tJjh9z/I2TM52NjZsT9hN33i+nEgYTd9rS1RlRbiHdAd8wfGwvW8NonkekirxBLJHUtKmehkNTXVnMs9g5HKiK1bNtKnb39qa6qxtrYlNCzitkh7aI/BYCAt9Tj6Fj1nz2Qjl8sZOeqRa9rA1eVEEZKPUH3qBJmNGuTB4Ti5uVFTXY2+pYWQnpdu6Mo/f47qqio8PL3b2gqLoshnn37MkGEjCe5xab5raWkJG9f/xKEDCXz0789YtOArZs56k21bfqGutobHp0y76lTP5GSh0WgoLipg0H3Dqa+rQxCEto19NTXViKJIQ0M9Li5ul3m5IrNenMYrr79NSvIxXFzciIzuxcn0NFavWMrMWW+yc/v1pU/8rrAgn7WrVzBj5qvXl/ZyJhNx307qdM18nX2WuJGjL6rv3FVEUaSyopyfVi2ne49QmpubcXVzY9enH6AqLSbI3JTEyioeCY9gk4MHg4aNuGqDE4mkU0hBsURyR5LqEN+Ahvp6ysvLyD+fx9HEg4x+ZAL79v5GYFAwIaHhBNwBu+MPH9xH4uGDjHp4HOVlpfTp2/+m1Ae+LuuWU39gN0tPZjA50J+GskI2mNrw1DPPt7vCeehAAseTEnl2xsttwZ7BYCAl+RiPP/F0u5uzNJomXnx2CrPefBtNUxN1tbW88PLrZJ7OoLKinEmTp3Zoqr/u2EpZWQkhIa2pGLlncygrK2Xg4KEAVFVWknz8KLlnsnn5tb+0+zG/IAj889N5LF+6kClTp5OakoRer8fL24eammqaCs+jLi+mLOkw9uExcB2pAs4urrz4yhttvwdPT38BExN1x2/g7Y/g7Y8F8CbQ0NDAmpU/0NjYwKQnnu6y3HJBELC1s+fZ518GWqtW7N62iQeVAhuadYiYYqVQUFlagomZLTnZmZzOOEnm6ZM88dSztLS0XFO6iETSYVKNYonkrnN35xBXV0JlGRgZg/zqsX9TUyP1dbXs2rmNLZvW4+Hhxdo1P2Jnb09EZAy94/phZWVNaM9wnF26vvPa9dJqNZzPO8eiBfNQKlXY2Npy37ARWNvY4O3jd3utCP+XgqzTfPGPtwgwUxNsbcWCjEzizE2Jn/w0CjvHi84VRZG1q1cQFz+QPn37X5RnO/ez2QQFBePm4dnuOCuWLWbMuMdYvXIZr77xFt/Nn8vAwcNYsmg+wSE98fHz79B8D+zbQ1RUL3r37YeRkTHNLc001Nfj5u4BgIWlJRXlZXh6+2JubnHZNtUKhYLlSxfS1NhIz7BIFn/3DXF9+xOilHPk849xqCqn/FAC9WezsY+Nv66gGMDVzR1PLx/Ky0rJyjyFq5v7dd1HpVLRvUcoTt2cKS0tZsWyxXh6+WBqanb1i2+AmZk5Pfz8sDi0mxBLc+QyGf27OeJoYYHPyEcoF8HHL4BTGSdQm5mSeOgA5/NyKS8vI+/cOZycurXVp5ZIbphUo1giueNcKYf4rg2IhU2rEX78DuHYQYT9v0JADzD/Y2OTVquhpaWZtatXcPjQfkzNzNiwdjWOTt3oGR5J334DMTe3ICIqBkenbrd8U9nVlJWVUltTzU8rl5OakkR8/0HExQ/AxdXtltUt7qimpka+X/gNPf0DGVSQja1SQW1zM0NdnDBVq1vr3tr9sdIriiI7tm7Cw8sLNzePtp/r9Xp2bt/CmHGP4nCZlcGF8+dRWlJMfn4eDz40BmMTE0J7hnMmJ4uiogJGPzKhQyueWq0Gtakp+efzaG7W4eLqjkqloqmpCXuH1uBdEAROpKXQp29/Dh9MuGKb5fj+g6iqrMLb25f6+jpcnJ2xXfoleTU1JBaX8qiXO7+kpBIWHYtgffm/0FdjamaGtY0tKceP0dzcjLm5+XU/IJmZmWNjY0tAYHc0miZW/7gMU7Vp15ZMU6oQsjJQNNZhpVAgCjIwNkH50KN4+PpjbW1DbJ947OzsKSjIJzvrNPH9B5GacgwHx24sXDCP4qJCvLx9kMvlt+1DreQOIQXFEskd5d4LiLMyEH5ZidDcjKBvQafVoj2Zws+FJZzJyaK8rIytmzfg4eGNf0AQffr2x9bOnsjoWGxt7W7bFdT/dfZMDrt/3Y7BYGDv7p34B3YnLn4A4ZHRd8x/9mfPZHMyPY3Y3n1xcHVDnnoUmhqxVCpag3iVEYwYC8rWahLFRYV8PXcOk5+chpOT80X3WrJoPuGR0ZcNyOrq6jh0MAFLK2uCe/TE2cWVHVt/IS5+AP+Z/SHTnpvZbjWI9pzJzmTnji2YqNX4BwRhbWNLc3MzmzeuuygdZdvmjUT36sPGdWuI7RN/2fsplUrWrV3Jwf0JTH5yGiu//46AsnyCLMwxVshZdy6fJ7oHsjIrB5/w6Iuqa1wrQRDwDwjCytKKzz/9J0qlsq298/UwNjbGwsKSHiFhZGdlUlSYz7ncs7i5e3T+76AgQGgkQm01tDSDmyfilBcvetgVBAGlUklAYHd6x/VDqVRSWlpKVWU5VtY26HQ6dDotq1YswcbGllMZ6VhZW0ul3STXRwqKJZI7xr0XEJ9KRchMRzAYWHfuPHuKSumhNqLbo9OIiO6Fu4cn0TG9MbewwER9DbmUt4G8c7ksX7YQC3MLcrIziYsfgLuHFz3DI7v8I+vO9s3cOcjkMgYOHtq6GU4QICQCoeg8NDWBQzfEp2bChRXRosIC8s6dZdTDY1EitqbDyOW0ILBy+RIen/I0Njbt/7I3Nzfz4vQpvPLaX1ixbBHPPv8yxxIPM3LUw9RUV5OcdJQhw0d2OB+2trYWZxdX7O0ccHF1w8jIGIVCgZHKCAdHp7bz/PwDkclk+PoFoFabXnGlPjwiijM5WfQMj8TW0ZH9v6zD39QEF7UaDzM1xyoq6fvsy+zct6etI96NkCsUxMUPQG1qxvq1q3Dz8LxsWkeH7ieXt7aGdnXjXO4ZDAYD+/f+hpeP38Xvq8EADfWgUF5f+odCAcFh0GcQhMfCVfKhFQolPr7+eHn74uPrj1wmo5uzC6kpSQBYWllx+OB+lEola1evwM7e8ZZ0X5TcwaSgWCK5I9x7Zdcy0xGWzEPQ/fEPlGhlg/jWvzp/rC7W3NyMXt/Cd9/MxcrammH3P4ja1PS2K4/WUS0tLaxasRSnbt0YOHhYh1cQt2xaT3lZKZOffAbOZiIs+qI1sDIYWG/vTs+HJ+Lh6XXZ61csW4S7pxcJu3fx2OSp5GRn4uvnTzdnVz56/69MfWbGNa2S7k/YQ+bpDETRwAMPjcHhQprEqhVLGP/oHxUhCvLzOLg/ARtbW2zt7C9pDPK/9u7+lV93bOHvH8ymIPkoVYvnEmJiBAKUDx3NbyUVjB4zgWWLv+XJac91eL5XU1VVya4dWxl03zCsL/NQcT3ST6RyPi8Xe3tHAgK7Y1aUh7B0Huj1oFQhTn25y0q4dYReryfleGuXwrETJpF0LJGQ0HAOH9xHSUkRTz79HE2NjTh1c776zST3NmmTnURy27v3qkz4dYeoOMQjCa2rSQiIT7xwq2d1sZREhIO7Qa5AvG8keP2xkauhvp6cnEwaGxpIPHyQsRMmMWPmq7d1HvAlGuoRNq2G0iLw8EEc/jBpJ9NRqVRExcTiHxDUodu0tLSwddN6+g8c0rqK3NKMsOgLBE0TOoOBrzOyeKGniGBx+dXxjevXUJB/HisrawQE3Nw92PDzagYOHkpJcRGNDfU4Ol1bwJOclIja1JS4+AFYWVq1/by0pOSi85wvNDWJjunDwQMJV71vfP9B7Nq5tTXlIDSC762dCZr1JnJTM2zlcsSVy2hoqCcouAfJx48SFn7l5iEdZW1tw5jxj7E/YTcH9ycw6423OqV6RHCPUIJ7hFJQcJ7vv/6ccUU5oNPipDaBlhb4bg7iO7NbU2NuAblcTkRUDBFRMYiiSE1NDSdPpODrF0BTUyPlZWUcPrgPVzd3GhsbMDe3ICY27o5Jq5LcRFLlCYnkjnZ3pkwIAgSGtHbTComE4Q+DjV3nj3O9kg4hrPkeoaIUobIMUhKpsHVg057fsLCwYO3qFXj7+hMWEUWv3nGYm1vcEfnAbZqbET57H3KzEKoracw7S86RA5wS5MT1G3hNm65WLl9CWETUHyt01VUI+3chGPQcLCmjt6M9lmZmrQ8U9o6XXF9bW8PyJQuZMGkKJ9JSmDHzVQ4dSGDshEnotFp+Wr2cXr37XnHDW3vcPTxxdnHl6JFD9AyPbPvz8fTyaatDDK35rPUN9Xh5+1JWWoLrf20CbI8gCMTExrF8yUJiYvvQO64fmTnZbZsEg3uEsve3nQQFhyCTyUg5fgxPr85bYXX38CQyuhcn0lJIPZ7UaXV9LSwsiXFyhJRENp7JRaM34Gqqbq3+EhoFZuadMs6NEAQBBwdH/AOCcHZxxdPLBxO1muNHj1BTU03/QfdRWlKMmZk5C77+nNraWpycnFEqlXfW309J15FSJySS29qVUibuoCXH62DrAO7et10XK2HPVoRmHRq9nkWZOazPzqFoxyZ6xfbFzd2TZ59/ua3b2R0p7wzU1yLo9ewuKuGrtJP4NNQyZtiIDq9ynz2TzbfffMmjjz+Jj+9/lUEztwBas3z6Ojm0BlX6FrC1v+QeBoOBf37wLi/OepPZH/+DkaMeJv98HlmZpwDYvWsHTU1N19UJbvWPy9i8cR0V5WUXBUMrly+55NzEwwfRabUkHUtEq9Vc9d5qtSmlJUWsXL4ElUpFSnISJ9PT2o7HDxjE+p9W4uXtS+7ZHJqaGq95/ldiZGRMeEQ0ZubmFzahlnbOja2sMZMJJ5zI2QAAIABJREFUPOnvQ6zDhQdUfcuFP9Pbj7W1DdbWNkx/4RWemjaD5uZmTmekU1iYj19AEO4enpxIS+azTz6ioOA82zZvpKam+lZPW3KrVXdsY65EIrm93J0rxLc54fAehLpaBEHAw8yUCDsbHAK7Y9l30K2eWueorkRIPoygb8HO2JgB3RyRK+TQdwh0YNNWRXkZpzLSeeiR8ZcG0HI5OHSDjFRQqUAQEAeNbP0k4H8sWTQfewdHmrU6nF1ciYmNo7KynL79BqJpaiIrMwMbW9sOp2/8t+ysU3TvEUp8/0EXrQiXlRbjH9j9onOdunXD2MQEL29fVEZGKJVXrxAxYNBQqiorsLW1JyIqhuqqSswtLJHL5SiVSiKje7Hup5VMnPQkO7dvxsLCErNOXmV19/BEZWTM9wu/wUhlRDdnlxu7odq0NU0iPxeUSpDJEEeOA5/bv7ucIAhYWFgSGR2LUzdnbG3tSEs9jrePP6dPnaSbsyuWlpakn0ilqqqSTevX4uLqjqmZmbR6fC+SVoolktvSvbtCfJsSB9yPqFQhFwRsjY0QlSrEPndJMAzg7gXmlohyBWZKBaJSCZ5+0IGSZiuWLWb/vj0Mum/45Vtgh0QivvkB4uQZiK+8B4MfuOSU48cSaaivJ7pXH7Zs3sC4iY+zY+smSkuKUalU/Lj8eyytrBnxwOhrfnmiKBIZHUtVVSWrViy96Fh76SBm5hZs27wRWzt7fliysENjyOVyTqal8vl//olMJkOpMmLp4gUXnWNrZ8++vb8xcPBQftmw9ppfR0eYmpry8qt/JqRnOHNmf0hJcdGN3XDYaMTn/4w47knEmW9D3J35e29rZ8/IBx/Gw9OLF156HRdXNzJPZ5CRnoavrz99+w/C1NSMb7/+goUL5lFaWkJxUeGtnrbkZpJWiiWSO8rduanudhcWg6hQwIHfQKlEHDiiNbXjbqFQIr74FsKWnxBLisDTB3HIQ1cssaXVajiwbw/DRzzYsSoHltatX+2oq61l3hef8M9P57JyxRKmPvM8oihiZ+9ARFQMDQ0NuLi60dTUeF2rd1WVFRw9cpDqqiq8fC7OPU48fPCSesNWVtaUlBShUqlQKjq+GWvq9OfZuW0zoiji5e1DcI9QRFFsm3N8/0Gcz8vlTE42Tz/7Aj8s+Y6Jk57sklbKCoWCZ59/mdTkJEpKiggJDb/+lU8X99avu4RCocDa2oaHx04EWltbnzp5goL883j5+KJSGaFvaeG3X7cTFNyDrNMZOLu4XdJhUXIXkjbaSSR3DOlf41ulRwTis68hPvUSeF7bhq47gtoUccwTiM//CXHE2NaPyK/gu/nzCAzqccMlv0RRZNmSb3n3/X8x/6vPiI6OJah7D+bP+wxf/9aP5hd/9zW2tnYMHX7pynJHCIJAr959Gf/oZKytbS46NmzEg+2eP3zEQwAMGDyUhoaGDo1jbGyCUqnijVmtAX1sn3j+8+8PaGlpaTvHxdWd9WtXodE0Edsnnu1bf7mu19QRarUpsX3i0bfo+erL/3TZOHc6U1NTHhn3KEOGjaD/wCGo1abIFQpKigspLS5m5AMPo1abUpCfx5zZH7I/YQ9VlRXcwgqYkq4krRRLJHcEKSCW3FJpKcdZu3oFz8989cZzVIEflnxHdVUVZubmVJaXExYRjU6rpZuLKxYWloiiiEKhoKGh4bpX57KzM2loaGDXzm0cSzx80bGjRw7R3Nx8yTXbNm9Ao2miqqqCI4f2d3isofc/gLuHJ3nncgF46JHxpKUcbzsuk8l48633SE46iqeXD/36D+bnNT9e1+vqqPDIaJ6f+So7t29m1Y9LMRgMXTrenUypVBIVE4uDgyOz3nibfgMHc+JECnt+24EgCMT2iSciMpq01GQ++/RjCgvy2bJpPdXVVbd66hKJRHJPkQJiyS1TW1tD3rmzbR8136iqygo0Wg2z3niLj/7xDu+89xFyuZwN69YwavRYAJYuXoCDgyP9B9533eNknjqJTCbDzd2T+x946KJjBoOehob6S67pN/A+6uvq6BEShv01lJ0TBIHJU6bxw5Lv0Go1+Pj6o9VqyMnObDtHLpdjZ+/Aom+/atvg93sA3ZXuGzqC4B49yTydcVPGuxuYmKjp1bsvs954G2cXNwRBYNPGnzEzM6dbNxeMjIzw9PLh5IlUdu3cyvx5n1FVVYler7/VU5fcCGmVWCK57UkBseSmE0WRb+bO4fixREaOeqRTduFrNE3MeGYyDz08ngP79uDi5o6FpSW7d+3A/UIHu8qKcooKC4ntE39DYw4ZNhIbW1sCg7qzP2H3RcdGjnqk3fbHXt4+JB1LRKlUkpKcdE3jWdvYYjAY2jbwRcX0ZuuaFQirFiN8/yWkHMXXL4DHJj9FSvIxHh47kfKyUk5lpF/3a+yo4B6hePv4sX3rL5w9kyOtFl8DmUxGr959GTthEhFRMfTtPxC9wcC+Pbs4lZFOr97xjH/0CVRKFXM/n83qlcs4eyaHosKCWz11yfWQgmKJ5LYmBcSSm6q+ro6jiYcYPWbCDa3S/q/1a1cze85X5GRncv58Hs/PfI2G+nqcnV2I6dUHgJycLEC84Ta8K5cvISXpKDU11ZfkAycePkju2TOXXGNsbELGydZawi1aDVVZGXAN9YPffvcD7B0cKS0tQVFXwwsNZezZuBYhPRlh1UI48BtqtSkH9+/lTE4WYRFR7Ny2+aasLKpUKqZNfxF7ewc+/MfbnD2T3eVj3o1cXNxwcHDkmRkvMWXqdCrKy1j2/bdkZmbQMyyS/gPuQ61Ws3vXDs7kZLHgq885uH9v+zcTxdZumNvXw/HDrd9Lbj0pKJZIbltSQCy5afR6PfO++ARfX38cL3Re6wzLly4iPT0VVzcPVi1fQny/QSgUChYv/AYbu9aGHeknUkk9foyXXv3TDa9Iu7q54+sXgK2dA2PGPXrRMU9PL4wv0whm/MTJcC6HSefS0c77F8L7r8KhPR0aUxAEzp7JYd7ns+HoAYRmHdm1teTW1SM06xB+bd1MN236TFqam2lsaODFV97glw1rO7yJ70aZmZvzp7f/gUqlYsO6NRdt/pNcG7lcjruHJy++8gbhEdF4+/jy26/b0Wq1bSkUT06bgY2NLeknUpkz+0NSU5IoLipsrUSyejHC6sWwcyPCT0sQfvxWCopvF1JQLJHclqSAWHJTHNy/l/0Ju3nzrfduuJIEVRUIn7+P8Jfn0L3/GhU5mbzz7ocsXbyAkaMewdvHl5qaakaPGd+Wr2tsbExxSdFlg9Vr4ebuSfqJVJp1WnZu33zRMQtLK3SX6Ub3y7o1NHwzG4VWw8rTWQgtLQgbf4TS4g6N++TT07lv6Ai0miYQRab4eeOsvvB6LqQqKBQK7B0c+WLOvzAYDMT17c+alcuu/8VeI6VSiYurO92DQ/j5px871JlPcnVu7p5MeOwJ3D08mfrMDCwsLNm0YS2bf1mHi6sbk6ZMIyQ0nNSU48z75/ucS9jFlpyz1Oh0CDotnEiCkhusIS3pPFJQLJHcdqSAWNKlRFGkpqaasrLS62qRfAmDAWH+bCg4T0uzjplbtjO6uoiclCSOHT3C4CHDEUWRL+f8C0fH1lXoxCMHOXkilTHjHrvh1WG9Xs+hAwkU5J9HLpcTEHhxi+2mpkYyT2e0e21UaE9Ka+uQCQIRthdqKMvkUNKxnFATEzXVVZX8ef16DHIFSpkMlVze2tilV7+286xtbJkydTpFhfnY2TvwxFPPsurHpVe4c+fz9Qtg3ITH2fLLehYumCeVFOtExsYmODp1Y/SYCbzy+lso5Aq2blrPjm2bUavVxEVE4WJujre5KefrL6TlNDcjfPo3hC8/hPraW/sCJK2koFgiua1IAbGky+h0OubM/pBzuWfaqjzcsLpaqKlGEA2syz3PU37eWBkZcWDrBl5+9U8AVFdVMvqRCW2d7qqrKsnNPUNgUPCV7twher2e4SNHMf7RyTQ1NWFhYXHR8W7OLkTF9G732p69+lCubW3n2r+bY+sPDQaw7XjViZGjHiEyIoYClQmiTI6oMkLsex8MvbjahbOLK0cTD7M/YTeCIODq6s6BfR1Lz+hMo8dMYPQj4zl0IIH0E6k3ffy7nSAImJmbM/nJZxg6fCThkTFUiVCmN7Apv4gKrRa9KCIAAkD+OYSlX93iWUvaSEGxRHLbkAJiSZeoKC8jK/MUEyc9SWjPiM67sbExGAyUa7Tk1jfQx9GefyclExgUjJe3L7W1NWxYt4bgkJ4AJOzZhVKpoldsXKcMn511mtqaGlatWEphQT7l5WUXHRdFkR3bNrV7rUyp4qC9G6JKhWhsgqhUIvYbCs5uHR5faNYx6Fw6C/bto16rgZZmhNTEdvNDH3p4HPb2DtTUVNOnb3+8ffxI2LPr2l5wJ7CxtaNX776kpRynpLgI3YWHAknnMzU1ZeCwETi98XdmDR1KqL0dB0vL+c+JDPLqGxAMesi7dNOn5BaSgmKJ5LYgBcSSTldTU838rz7H08unU5ptXMTIGP3gkZQ063kuOICTDU2Y2TkSO3oC0BoAPzDqkbbTjx9LBERiOikgPn8uFzMzM9w8PPH1D2gLvH9nbGyCRnOZvNmMVEYoDGBpjRgRi/jyuzBs9LVNoDAPF5UKe5URv+QVIBgMravmFaXtnu7l48dnn3xMU1MjTt2cyUhPuyVNH2QyGRMnTUGQyfj3x3/nTE7WTZ/DPcXOEV75G1aPP0ucmwuzegThbmbaesxEfWvnJrmUFBRLJLecFBBLOtW2zRspyD/Pn9/5B6ampl0yxoqiMuSPTELX/37m12p5Y9nPyBUKTmWkExgUjO2FyhIpycfwCwjE1My808YOj4zG1z8QV1d3jhzcT2VFxUXHBUFovyX0mUyEZV+TfDKd2oLzCIn7IfPEtU9A1bpCPjPYHyeT3zfU6UFl1O7pSqWS5154haLCAkRR5NnnXyY1OYnSko5t5OtsDg6OvPW3D7Czd2D+vM9ouobSc5Lr0DManFxbU2uUqtavcU/d6llJJBLJbUcKiCWdwmAwUFRYgCAIdA8O6ZRmG5cbp5uzC/5DRpJkYk5w/CAEuRyAdT+txNPLB2jNX966aQMBgd2JvkxO7/VYuXwJzc3NJB45gFaraTfo3/Dz6kt+JiTuQ2jW4WVuRnbthVJpHSy5dpFuruDlByojsmrrKNS1QEgkWNlc9hIHRydqa2vaGntE9+rNih8WX/vYnUQQBCwsLHlw9FgSDx+kID/vls3lridXIM54E3HCVMQHJyC+9A4Ehd7qWUnaI60SSyS3lBQQS25YQ0MDH//f32hubmbo/e2sjnbWOPX1fDNvDoPuG87G9T9RUVbGk09PB+BURjqvvvkO8gvBcWNjAx6eXtRUV3fqHAKCghGAocMfoGd4VNtq9H8LDWsnZ1qhRASi7W2JtLsQvMoV1z4BQUB86iXEB8bxxONP0jRwBOKEp696WVh4FK5u7uj1ekxM1Lz86p9Z//PqW9oSuJuzC/0GDObY0SN8v/CbWzaPu55c0frQFNsfHG+sKY2ki0lBsURyy0gBseSG5J8/R35eLtOffxl3D88uHevggb2MnzgZg8HA0SOH6NUnHrlcTnV1FVs3rUelUgGtwfDC+XNxc/ckPDK6U+dgZGREXl4upSXFbFy3pt1zdDrdJT8T+w4GlRG/b30TlSrEoaOubxJyOfQeiGr8k6SJMo4nH2utVnGV0mZx8QP4eu6ctnSJ7sEhrF2z4vrm0IlGjR7L41OmsXHdmst3XpNI7hVSUCyR3BJSQCy5bmfP5LD6x2V4+fi1u1LamTZt/JnQnhHY2Nrx8f/9jfGPTsbD0wuAhvo6pjz9XNu5OVmZODo64eXt2+nzSE1OojT/PEqFgtCwiLYV6f92OiP90gsdnRFnvg3RfRHDeiE+NROCw294Pg8MGgJrvoc/P4vw1xcgcf8Vz5/6zAwyTp5AFEX8/AN5aPQ4Nv+y7obncaPkcjkPPDSGpqZGzp7Jpr6u7lZPSSK5daSgWCK56aSAWHJdVq9chqmpKa+8/lbbymxXaWpqpLSkGAdHJ86ezaG0pIjuwSEAnEhN5sihA1hbt6Yh1NbWkJeXS319Pc4urp07kepKRlcW0H3DUnr+tIimlMR2Txs7YVL71zs6I457EvGxZ8A3qFOmJF/+DWZVFWzKy0fQ6RDW/XDFslomJmqiomOZ+9lsAFRGRjQ1NnKqvSD+JhMEgUH3DcfCwpJ5X3xCSbHUWU1yD5OCYonkppICYsk1aWlpIePkCVxd3XFwdOqyzXO/0+l07PltJ09Nm0FBwXn27NrOq2/+tW3ckpIiHnpkfNv5635aiYmxCU9Pf7HT51L4xYekZGWyMfc8TTotmTu3tBt8/rRqeaePfVnncggwN6WhpaX1e4Mezl65pJmpmRnhkTFtAeeY8Y8hAJmnTnbxZDvG1s6eN996D0EmY/bH71NT07l54BLJHUMKiiWSm0YKiCUdVlVZwUfv/xVnF1d6x/W7+gWdYMWyRQT3aN0Vv3TRfJxdXNtyldetXUXPsEhkstZf4/KyUvoPvI+jiYfautR1GlGkMi8XR2MjnEyMsVAqGe/tcWlA3NKCmaiHsuKr5vR2igs1ZSd6e7Z+L1eAmcXlz78gLr4/6SdSSE9LAcAvIIj1P6++rZpmODg48vT0FygpKmR/ws3vsieR3BakoFgiuSmkgFjSITnZmZSWFDPr9bewtLS6KWMmHT3CuImP4+buyY5tm3F2cWPIsNYqFi0tLZSXlWJn/0fb4+XLFiFXKHhy2ozOn4wgYGNlTU9ba4a5OiMTBFaeOQeW1n+cU1uNMPsd4s+cwPDp3xEWfwFdXMVBHPfUH/VlVUbg5AxhHdtIOGDQUI4ntaZ9yGQyXv/z39iX8NttVRvY2toG/8DuNDfr2LBuDeLNeMiQSCQSyT1HCoglV3X0yCF+3b4Fv4AgzMw7r8nFlVSUl7F713bUalOKCgvYtGEtj0+Z1rYanLBnF9P+Ky1Cp9UyfMQoVixdhIODY5fMaZOFA3qFEtHIGFGpwsrO4aJcYGH1YqiuZP/5AuqbGiD7FBza3SVzaRMUivjSO601ZidMRZzxpw6Xc5PJZDw+ZRqLv/ualpYWBEGgR2g4i779umvnfB0GDBrCqNFjWbJoPls3b7jV05FIbi5plVgi6XI3FBDv2LGD1157re375ORkxo0bx8SJE/nyyy9veHKSW0sURX5Y8h3de4Tw7PMvtwWjXc1gMFBaWsLzL72GXq8nJTmJmNi4tvFTko9R8z/th7+Y8y9Eg4HRYyZ02by6DxiCyZsfgKcfGPT0UhshfPxnKLjQWKK4tZVypJ0NckFobb5RcBOaTjg6t9aYDYm8rtrG8f0HsWvnNqA1TWHGi7Nui8oT7ZkydTr+AUEc2LeHsrL221VLJHclKSiWSLrUdUc4//d//8cnn3yCwWBo+9m7777LJ598wooVK0hJSSE9/dbvXJdcH4PBwP6E3fQMi0St7poWzJfzw5LvEEURY2MTliyaj6apkUcffxKgtbGEsQmjRo+FvTsQPn8f3dyPCXJ05GR6Gn7+gV02r5qaaqgsh7OnEfR6dpzNRWhqRPj+wsOfozOiIKOHtRXmSmVrGkO3Tq500QV8fP2JiIxm5/bNwB+d5HZs23yLZ9Y+bx8/eoZFsmr5Ehrq66U0Csm9QwqKJZIuc90BcUREBO+9917b9/X19f/f3r2HRV3mfRx//xhADgOigoKIioKKbnkG81RqadnJSltt09pKn85He6p9ttNVabtP2ba2Wbk9ZW4nLbXMyqxMI83U8oSa5xMqgoocBAaY3/MHRpGWqMzcw8zndV38McPAfK4LcT585/7dNy6Xi5YtW2JZFn379mXp0qV1kVG8bG/2HiY+8VfO6dOfP5zdxavPnZd7gPN69qJjSQG5C+eTt38/PTPOqd5V4r1338Rt2wQt/ATrs9lYe3Yy96svKf/sA85ukejRbFs3b4ID+8BdVcDS45pUfSL/ELjd2COuh5hG1UsqaNMOeg/waKa6EhvXlO3btlbv6NC3/wB6pPfy2YMyIp1ObrtrPPv2ZTPxiYfJ07RYAoVKsYhHnPT91ZkzZzJt2rQa902YMIGhQ4eybNmy6vuKiopwOp3VtyMjI9m9e3cdRhVv2LplEyVHjzL+wUdOeOiEJxUVFvLKM0/xl5AKKtyVPPvtSu7rcw5xTWKBqulwx05n0SGtE9bMV7FcLtYfPkKwZdExyklKfh6enBVePWo0FOVDUFU5z2halYuYxhAUBA0bYd//JOzPhpBQaJoAHt6Wri6NvfkOvvpyAd17ZBAVHU2jRo35fuVyktukEJ/gm0f+pqS25577/0L+4cPMmvk2Vwwf6fGtAEWMy28IMUdMpxDxKyedEI8YMYKPPvqoxsfZZ5993OOcTifFxcXVt4uLi4mOPvn2T+I7Pvt0Ht8u+ZpOZ3WmQYMwrz63bdvk5OzjlthoLFcZB44cAbebuPJSrEVV61uff3Yiqe2PLYk4tp44LSaaoooKQhwObA+ucS4tLeHD2TOrLqLrdR72TxfXhUdgX/eLPY+DQ6BF66p1vfWwmHXu2p3XX/35orpbbr+HfXuzfXq9bnh4BAnNE0lum8KSzEUUFhSYjiTieZoUi9SpOtus1el0EhISwq5du0hKSiIzM5Pbb6/7wxGk7lVUVPD+jLe44qo/EtqggZEMH855j8TEJFIqyll/OJ/leQe59w8dCHK7sY8coqiwkM5duxMWFg6APXAozHuPyrJS0pvGktykMXaP3h7LdyQ/n7ap7aqe+5Kroc8gKC6EuHjw8h8PntSoUWNuu2s8C7/4jAGDBhMUFET7tI48//eneKhjKtaubRDbDPuKP9Xccs4HdO3WE9u2+ffLL9AsPqFqnbmIP9OkWKTO1OlI7fHHH2f8+PEMHz6cjh070rlz57r89uIBtm0zb+5s0nv1MVaGbdvG6XTSI70XpKaxq6SMMSltiI8Ixw4JpbxtGh/Pm8OgCy76+Yt6D8QecT1vFpfj7NIT+46/QuM4j2WsqCinc5fuP9/RqEnVJNiPyvBPgoKCKCwsYNnSTAAiwiN4MNbJwnlzsHP2woY1WJOfApfvHOLxE8uyGHvzHQy64CJmzXybnTu2m44k4lmaFIvUiTOaEGdkZJCRkVF9u0uXLsyYMeOMQ4l3bN2yiXlzZ3PnPQ8Yy+AqK+OlF/9RneG1Q0WM6j8Aa+tGbMvC7nc+87P306Vrj+O/uEs6zkEXkzB8pMdzfvftEnqk96IJnivdvuSyYcPZtXMHu3ftIKlhDEF7d5PYoAH/2bKdMaltsMtKYec2SE07+TczIDIykksuv4oPZs8gPDycJrFxXl8TL+I1mhSLnDEdzBGgdu/awcG8XG67c7zRHMu/+5YrjxXag3m5xDSJpcG4e7EnvIg9YQoHuvWhQ6c/0K798cXr44/mcKmX3hZv1z6NZvG+eWGZp8QnNOe1f79EWUUF2DYdYqL5U0ryzw/w0r7Upys0NJQRf7yW/PzDTHzirxQUqDCIiMiJ+fYrmnjEjLff4IfvV5Deq4/RqdnXi74kPiGBFkmtKCk5ysoV3/18sIYjGIKCmPZ/LxP/yyJaXAhZqyhZ+wObNqwnOLjOlsH/rvXr1xIaGuqV5/IVoaGh3Pfff2XL3mzsDmdhh4TisCxsR3DVkpFWbU1HrJV27dN48K9PcOjgwepT+UT8jpZOiJwR77QJ8QmlpSV8Pv9jLrn8Kq8ftvFrlZWVbFy/jn7nDgTgremvcfGlV9R4TG7uAa6/8WYif9rOb3821pS/gdtNzpECbktuC+XlEBLi8bz79+71+HP4okink7KyMt62whl1/qWwcws0TcAedAl46Y+RuhAcHEzr5Db0O3cgm37cQGhoKCmp7U3HEqlbWjohcto0IQ4g77w5jZ4ZvY2XYbfbzScfzWHsLXcCsG7NKkZec12NvW7Ly8uZOuV5YmN/XrNrzXgNSo5SXFTI3K3bCM3dD8sWeSXz1aNGe+V5fFG3HukMGjKUnckdsK+/A3vo8Hp7MWHblHa079CRZUszffYkPpEzokmxyGlRIQ4Aq1et5M03XuX6G2+mWXyC6TjMfu8d2h6bzhUVFjJv7mwiImuW9MOHDnLN6BtrHrKQfwgLOOIqZ2Sb1lgV5Vh5OV7JPOPt6V55Hl8V17QZM9/5Dzn795mOcsYcDgd/GnMj5w++iJf+9RxZa1ebjiRSt1SKRU6ZCrGfy9m/j/zDh7lm9A2mowCQtW4NAwYNJq3jH4CqZRG33HFvjeK7f99eFsz/mNbJbWp+cVIytsNBYmQEzcKrjke2W6V4PLPL5fr5QJAAZVkWt989nvzDh3CV+d52a6fDsizG3XIXxUeL+X7Fd5SVlZqOJFJ3VIpFTokKsR97+V//YMP6dZw74HyfOM62uKiID2bNoFHjJgAsWvg5mzdtJDq65n/cy779hiuG//G4r7ev/jPEJ2I7gqtOpcvoD13SPZ47//ChE+5yEWjCwsJxRkXx4guTTEepM0FBQaRn9KZps2ZMfu5/qaysNB1JpO6oFIvUmmXbtm3qyYdechmTJv/b1NP7rcKCAlauWEa3HunHlU1TbNtm44YsWrVOJiIiEldZGZs3baTTWTUPb1m2NJOklq1pntjit74RFBdVXUjnpXWsXy/6Eqcziq7de3rl+Xzdxg1ZJDRPpGHDGNNR6twPK5ez5JvF3DD2FsLDI0zHEakbutBOBIAOjVJ/83OaEPsZ27Z57dUpdOnWw2fKMMAHs2ZQcCS/+oK+55/7G62Ta27b5Xa7WbTwcxKaJ/72N7IscEZ59aKutintSG0X2EsmfqlDWic+nD2Ttat/MB2lznXt3pOrRowie89uln+31HQcERHxEhViP5K5eCHzP5nLnfc8QExMI9Nxqh3My6Vr93QyzukLQEHBEfqfO/Dn7dQ/LHNdAAARt0lEQVSOWbd2Ffc98LBPLO/4pQXz5x130V+gu/a6mygtK8XlcpmOUufiE5rTNqUd+/Zm8/2K7ygvLzcdSeTMaOmEyEmpEPsB27Y5mJfL0aNHuXDoZabj1OAqK+PFyZOql0AczMvlow9mVZfjn+zN3sOyJZk+ebxucXExQT5+Kpu3WZZF5y7d+fuER/3yoAvLsrhs2HA6d+3Oc//7FMuWZpqOJHJmVIpFfpfWENdz5eXl/HPS0wy84EK6dvO9Na7Z2bsBSExMAmDWzLcZfOElOKOiajxu+7atxCck+OS6zezs3dX5paZtWzdjWUEkt6kfp9adDtu2ydm/j2XffsPAQUOIio42HUnk9Gk9sQQwrSH2U7m5B1i3ZhV/vukW3ynDtg1Hi6Gigq++XMCGrLXVZfKzT+cxaPBFx5XhxV99wfZtm32yDAPMmvG26Qg+q03bVHIP7Gf+x3NNR/EYy7KIT2hOv/4DmDPrXYqLiqo+YduQsxd2bIbSErMhRWpLk2KRE6o/Z69KDaWlJUx79WVuvfNe4yfPVcs/hDV1EhzKxXbbuJu35fy7HgCqtlzb/OMGBl948XFf5na7GXj+hd5OW2udzjrbdASflt6rD/M+nIVt2z63/rsuNW4Sy+jrx7IkcxFLMhdxV4umhG5YAw4HWEHYN4+HBL2TIPWAjngWOY4mxPXBjs1Yc97EmjcTDh/kk3kfkLV2DeMffNh3yjBgvfEvyDuAu6KC59ZkMTBnB2zfjG3brF61klvvvO+4r5n++lR6pp/j/bC1VFBwBKcz6uQPDHAXX3YlU6f8k4IC/3+R7d33XG4eMICtS7/mix07sUpLoKQY6z8vm44mUnuaFIvUoAmxr9uwBus/L2GVu6gEchfOp0GfwXTvmWE62fH27say3aw7lM/FSc2xbDf27u3MXrGC5DYpVdNDtxu+XoC1KYtSZzSOivLjdpvwJXt27+LIEf8veXXh6mvGsDRzMUOGXmo6isc5jxaS5owkt6CAHYVFtI5yYh/OMx1L5NRoUixSTYXYx1kfv4dV7qK4ooJ/rNvIyLatGRQCxq6E/D3OKCg4QucmVVu+2Y5gDlS66d33XOITmgNgzZoOPyzDKnexaO9+/tShPXbJUfDR9cNJSa1okdTSdIx6ISamEX36ncf016cy+vqxpuN4VrNECAnh3IRmANiWBbHNDIcSEZHTpSUTvu7YPq8Oy+KWtFTaRjmhrNRwqBOzR47FDg3FbhCGHdoAd6u2vPLVIhofO6qZykpY/k1VGd6XQ7hlQWkp/LjObPDfMW/ubMr9cK9dT3FGRdG4SSw5+/eZjuJZaWdDz77YwcHYDcLAGYU9+hbTqUROnZZOiACaEPs8u/s5sGg+YbgIcziwQ0Kxu6SbjnViKR2w73sCdm2DCCf5jeMYXVhIaIMGxx7w81y7V9NYGjgcVfeY2/nvpFyuMhr9VOilVi6+9Aq++nIBpaWltGqdbDqOZ1gW9uWj4LwLoeQoxDaF4BDTqUROj5ZOiGhC7PPOvxT73CHYMY2x45phj7oJ2vrwMcKNmkDnnmx3hDBn9syahcgRDGd3xw4JqSrDVhAEB0O7TubynkSv3v10KMdp6NPvPD7+aLbpGJ7XsBHEJ6oMS/2nSbEEOE2IfV1QEAy+HHvw5aaTnJK92dlce91Nx91vj7wRa/4H2JvXQ0xj7Euvhkjfvahu/sdzadc+zXSMeickJIRbbr+XWTPf5orhI/16OzYRv6FJsQQwFWKpc2+89gpDLxlGSMgJpmaOYOyhVwFXeT3X6Ujv1dt0hHotuW0Kn33yUUDsPCHiF1SKJUDpvWCpU2VlpTidUcTGNTUd5Yy53W5yD+SYjlGvde3Wk+49M1jx3bemo4hIbWn5hAQgFWKpMy6Xi7lz3ufKEaNMR6kTBw/mUVhYaDpGvdckNo5FCxcExKEdIn5DpVgCjAqx1Jm5c96jZ4b/LDGIjIxk6KXDTMeo9yzL4u7xf2Hj+nW4yspMxxGR2lIplgCiQix1ImvdGvqdN8ivttnKXLSQfXuzTcfwCw6Hg8Sklrwy5Z+mo4iIiBxHhVjOmMvlYs777xAbG2c6Sp1LaJ5oOoLfSExM4qabb+eHlctNRxGR2tKUWAKECrGcsR3btnDP/f/jd/v1xjVrRsOGMaZj+JWwsHDWrV3F2tU/mI4iIrWlUiwBwL8ajHjdyuXLWJ+1loiISNNR6lzmooWmI/ila6+7iUink4N5uaajiEhtqRSLn1MhltNWWlpCVHQ0l195tekoHjFg0GDTEfySZVk0a5bAi5MnUVFRYTqOiNSWSrH4MRViOW0vv/g8MY0a++0pZGvXrDIdwW9FOp381213k71nt+koInIqVIrFT6kQy2kpLy/nnN79aNq0mekoHlFeXs6hQwdNx/BrTZs2Y+uWH/lk3gemo4jIqVApFj+kQiynrLCggKkvTSa9Vx/TUTzG7a7kmtF/Nh3D7w08/0JSUttzWH98iNQvKsXiZ1SI5ZQt/24JI68ZYzqGR2WtXcP6dWtMxwgIbVPaMeWFSTrJTkREjFEhllPy1ZcLSEntQOMmsaajeFRwSDCtk9uYjhEQgoKCuO2u+9mXvQe32206jojUlqbE4kdUiKXWKisrWZ+1lpatWpuO4nFFhYXEJ+hQDm9p2DCGIIeD1/49BYqLYNc2KNTEWMTnqRSLn1Ahllpb+MV8br3jXtMxvGLl8mU4HA7TMQJKarsOdIqMoPyJ8VhTn8Oa+CAsW2w6loicjEqx+AEVYqmVzz/7mPDwCNMxvOaSy680HSHwlJZyzvrlTN+wkZ15uVgV5Vgfvg2HdcGdiM9TKZZ6ToVYTiov9wDtO3SkT7/zTEfxmi8/n286QuA5cggsi+tS27CtsKjqPkcwHNSJdiL1gkqx1GMqxPK7bNtm6kuTadwkznQUr3JXVpqOEHgaNgbbJiQoiIHN46vuq6yA2KZmc4lI7akUSz2lQiy/69DBPMbcMI7IyEjTUbymvLycoZddYTpG4AkLw75mHHZIKHaDMOzgEOzLr4GYxqaTicipUCmWeijYdADxXfv2ZjPrvXe47c77TEfxqr3Ze/jh++UkXplkOkrg6dQF+3/+DgfzoFFjcEabTiQiIgFAhVhOyLZtDhzYz43jbjUdxeuCgx2cdXYX0zECV4Sz6kNE6q/8hhCjrROl/tCSCTmhme9MJyIikrCwcNNRvC57z26/P3hERMTjtHRC6hEVYjmObduEh0eQ2q6D6ShG/LByORERgbPFnIiIx6gUSz2hQiw1VFZWMu3Vl7l02HDTUYwZdtUfadAgzHQMERH/oFIs9YAKsdTw9aIv6dWnn+kYRr379humI4iI+BeVYvFxKsRSbeuWTSQkNKdDWifTUYxqovXDIiJ1T6VYfJgKsQBV64bffesN2qa2Nx3FuK7d001HEBHxTyrF4qNUiAWA1atW8t9/eYzg4MDeia+4uJil3yw2HUNERES8SIVY2LB+HVlrVwd8GYaqI5v79jvPdAwREf+lKbH4IBXiAOcqK8PhcDDq2j+bjuITtm7dRHBIiOkYIiL+TaVYfIwKcSCqqIDc/VBcxOuvvkRYWDhBQfqnALBl04+Eh2sPYhERj1MpFh+i98gDzf5srFeeAZeLivJyerbpSMtWrU2n8hn9B5xPbGyc6RgiIoFBRzyLj9BYMMBYr78ARYWUHi1m0qq1dNu1CbZvMh3LZ8x46w1Ny0VEvEmTYvEBeuUPJG43HMrFAjbkFzAmtQ3YNuzbYzqZz2jRspXpCCIigUelWAxTIQ4kQUEQFQ1At9jGJESEV93XpKnhYL4jsUWS6QgiIoFJpVgMUiEOMPboW7EbhGGHhWOHhEKXdGgX2CfT/cS2bb795mvTMURERMTLdFFdoGmdgv3gxKplEs5oiE80nchnuN1uhlx0iekYIiKBSxfZiSEqxIEoMgpS0kyn8Dnbt23h4ME80zFERAKbSrEYoCUTIsdk79lNpNNpOoaIiGg9sXiZJsQix6R1OosmTWJNxxAREdCkWLxKE2KRY2a89QaWZZmOISIiP9GkWLxEhVjkmPZpnXQoh4iIr1EpFi/Qq7/IMSEhIaYjiIjIiagUi4epEIscs3b1D6YjiIjIb1EpFg9SIRY5ZthVV5uOICIiIgaoEIsAebkH+HZppukYIiLyezQlFg9RIRYpd3Fo03rio6NNJxERkZNRKRYP0D7EEtj27cZ6+VmiCwpICg4CqxIuvMJ0KhER+T3ao1jqmCbEEtCs11+Ao0V8vn0HrjIX1tcLYNsm07FERORkNCmWOqRCLIHL7YbDB7GAlOgoYkJDwLZhf7bpZCIiUhsqxVJHVIglcAUFQXQMAL2bxVWdUhdkQVwzw8FERKTWVIqlDqgQS0Czx9yKHRZe9RESAj36QmpH07FERORUqBTLGdJFdRLYWrbBfuhvVcsknFEQF286kYiIiHiZCrFIeAQkp5pOISIiZ0I7T8gZ0JIJERER8Q9aOiGnSYVYRERE/IdKsZwGFWIRERHxLyrFcopUiEVERMT/qBTLKVAhFhEREf+kUiy1pEIsIiIi/kulWGpBhVhERET8m0qxnIQKsYiIiPg/lWL5HSrEIiIiIhLQVIhFREQkMGhKLL9BhVhEREQCh0qxnIAKsYiIiAQWlWL5FRViERERCTwqxfILKsQiIiISmFSK5RgVYhEREQlcKsWCCrGIiIgEOpXigGfZtm2bevKMjAwSExNNPb2IiIiIBIhGjRrx6quvnvBzRguxiIiIiIhpWjIhIiIiIgFNhVhEREREApoKsYiIiIgENBViEREREQloKsQiIiIiEtBUiEVEREQkoAWbDiC+bcGCBXz66ac8++yzAKxatYqnnnoKh8NB3759uf322w0nFE+wbZv+/fvTunVrALp06cJ9991nNpR4hNvt5rHHHuPHH38kNDSUJ598klatWpmOJR40bNgwoqKiAGjRogUTJ040nEg8ZfXq1TzzzDNMnz6dnTt38uCDD2JZFqmpqTz66KMEBWku+hMVYvlNTz75JJmZmaSlpVXf9+ijjzJ58mSSkpIYN24cWVlZdOrUyWBK8YRdu3bRqVMnXnrpJdNRxMM+//xzXC4X7777LqtWreLpp59mypQppmOJh5SVlQEwffp0w0nE06ZOncqHH35IeHg4ABMnTuTuu+8mIyODRx55hC+++IILLrjAcErfoT8N5Dd169aNxx57rPp2UVERLpeLli1bYlkWffv2ZenSpeYCisdkZWWRk5PD6NGjGTt2LNu2bTMdSTxk5cqV9OvXD6h6J2DdunWGE4knbdy4kZKSEm644QbGjBnDqlWrTEcSD2nZsiWTJ0+uvp2VlUV6ejoA/fv3Z8mSJaai+SRNiIWZM2cybdq0GvdNmDCBoUOHsmzZsur7ioqKcDqd1bcjIyPZvXu313KKZ5zo5//II48wbtw4LrroIlasWMH999/P+++/byiheNKvf68dDgcVFRUEB+vlwR+FhYVx4403MmLECHbs2MHYsWP59NNP9fP2Q0OGDGHPnj3Vt23bxrIsoOr1u7Cw0FQ0n6TfAGHEiBGMGDHipI9zOp0UFxdX3y4uLiY6OtqT0cQLTvTzLykpweFwANCjRw9ycnJq/Gcq/uPXv9dut1vlyI8lJyfTqlUrLMsiOTmZmJgYcnNzSUhIMB1NPOyX64X1+n08LZmQWnM6nYSEhLBr1y5s2yYzM5MePXqYjiUe8MILL1RPjTdu3Ejz5s1Vhv1Ut27dWLx4MVB10Wy7du0MJxJPeu+993j66acByMnJoaioiLi4OMOpxBs6duxY/a7v4sWL9fr9KxoDyCl5/PHHGT9+PJWVlfTt25fOnTubjiQeMG7cOO6//34WLVqEw+HQVeh+7IILLuCbb75h5MiR2LbNhAkTTEcSDxo+fDgPPfQQo0aNwrIsJkyYoHcEAsQDDzzAww8/zKRJk2jTpg1DhgwxHcmnWLZt26ZDiIiIiIiYoiUTIiIiIhLQVIhFREREJKCpEIuIiIhIQFMhFhEREZGApkIsIiIiIgFNhVhEREREApoKsYiIiIgEtP8H7Pl1xU/S5e4AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(12, 12))\n",
    "\n",
    "iteration, tolerance, delta = 0, 1e-4, np.inf\n",
    "while delta > tolerance:\n",
    "    assignments = assign_points(centroids, data)\n",
    "    plot_voronoi(x, y, labels,\n",
    "                 centroids,\n",
    "                 assignments,\n",
    "                 distance,\n",
    "                 iteration,\n",
    "                 step='Assign Data',\n",
    "                 ax=ax)\n",
    "\n",
    "    centroids = optimize_centroids(data, assignments)\n",
    "    delta = distance - distance_to_center(centroids,\n",
    "                                          data,\n",
    "                                          assignments)\n",
    "    distance -= delta\n",
    "\n",
    "    plot_voronoi(x, y, labels,\n",
    "                 centroids,\n",
    "                 assignments,\n",
    "                 distance,\n",
    "                 iteration,\n",
    "                 step='Optimize Centroids',\n",
    "                 ax=ax)\n",
    "    iteration += 1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Strengths & Weaknesses"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The strengths of k-Means include \n",
    "- its wide range of applicability, \n",
    "- fast convergence and \n",
    "- linear scalability to large data while producing clusters of even size. \n",
    "\n",
    "The weaknesses include \n",
    "- the need to tune the hyperparameter k, \n",
    "- it is not guaranteed to find a global optimum, \n",
    "- makes the restrictive assumption that clusters are spheres and features are not correlated. \n",
    "- It is also sensitive to outliers."
   ]
  }
 ],
 "metadata": {
  "celltoolbar": "Slideshow",
  "hide_input": false,
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.7"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": true,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": true
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
